{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Sample Test Visualizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import mmwave.dsp as dsp\n",
    "from mmwave.dataloader import DCA1000\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Important Radar Scan Constants\n",
    "numFrames = 50\n",
    "numADCSamples = 128\n",
    "numTxAntennas = 3\n",
    "numRxAntennas = 4\n",
    "numLoopsPerFrame = 128\n",
    "numChirpsPerFrame = numTxAntennas * numLoopsPerFrame\n",
    "\n",
    "numRangeBins = numADCSamples\n",
    "numDopplerBins = numLoopsPerFrame\n",
    "numAngleBins = 64\n",
    "chirpPeriod = 0.06\n",
    "\n",
    "range_resolution, bandwidth = dsp.range_resolution(numADCSamples)\n",
    "doppler_resolution = dsp.doppler_resolution(bandwidth)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def microDoppler(dataCube):\n",
    "    micro_doppler_data = np.zeros((numFrames, numLoopsPerFrame, numADCSamples), dtype=np.float64)\n",
    "    for i, frame in enumerate(dataCube):\n",
    "            # (2) Range Processing\n",
    "            from mmwave.dsp.utils import Window\n",
    "\n",
    "            radar_cube = dsp.range_processing(frame, window_type_1d=Window.HAMMING)\n",
    "            assert radar_cube.shape == (\n",
    "            numChirpsPerFrame, numRxAntennas, numADCSamples), \"[ERROR] Radar cube is not the correct shape!\"\n",
    "\n",
    "            # (3) Doppler Processing \n",
    "            det_matrix , aoa_input = dsp.doppler_processing(radar_cube, num_tx_antennas=3, clutter_removal_enabled=True, window_type_2d=Window.HAMMING)\n",
    "\n",
    "    #            # Custom signal_2_dB process, bypasses \n",
    "    #            magnitude_spectrum = np.abs(aoa_input)\n",
    "    #            det_matrix = 20*np.log10(magnitude_spectrum/np.max(magnitude_spectrum))\n",
    "    #            det_matrix[det_matrix<-50]=-50\n",
    "    #            det_matrix = np.sum(det_matrix, axis=1)\n",
    "    #            \n",
    "    #            # Ensure signal is between 0 and 255 (min = -60*12, max = 0)\n",
    "    #            det_matrix = (det_matrix + 720)*255/720\n",
    "\n",
    "            # --- Show output\n",
    "            det_matrix_vis = np.fft.fftshift(det_matrix, axes=1)\n",
    "            micro_doppler_data[i,:,:] = det_matrix_vis\n",
    "\n",
    "    print(\"done\")\n",
    "    # Data should now be ready. Needs to be in micro_doppler_data, a 3D-numpy array with shape [numDoppler, numRanges, numFrames]\n",
    "    return micro_doppler_data.sum(axis=1).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data Loaded!\n",
      "Data Loaded!\n",
      "Data Loaded!\n",
      "Data Loaded!\n"
     ]
    }
   ],
   "source": [
    "# (1) Reading in adc data\n",
    "adc_data = np.fromfile('./data/dog_walking_2_1_Raw_0.bin', dtype=np.uint16)\n",
    "adc_data = adc_data.reshape(numFrames, -1)\n",
    "dog1 = np.apply_along_axis(DCA1000.organize, 1, adc_data, num_chirps=numChirpsPerFrame,\n",
    "                                num_rx=numRxAntennas, num_samples=numADCSamples)\n",
    "print(\"Data Loaded!\")\n",
    "\n",
    "adc_data = np.fromfile('./data/dog_walking_2_2_Raw_0.bin', dtype=np.uint16)\n",
    "adc_data = adc_data.reshape(numFrames, -1)\n",
    "dog2 = np.apply_along_axis(DCA1000.organize, 1, adc_data, num_chirps=numChirpsPerFrame,\n",
    "                                num_rx=numRxAntennas, num_samples=numADCSamples)\n",
    "print(\"Data Loaded!\")\n",
    "\n",
    "adc_data = np.fromfile('./data/dog_walking_3_1_Raw_0.bin', dtype=np.uint16)\n",
    "adc_data = adc_data.reshape(numFrames, -1)\n",
    "dog3 = np.apply_along_axis(DCA1000.organize, 1, adc_data, num_chirps=numChirpsPerFrame,\n",
    "                                num_rx=numRxAntennas, num_samples=numADCSamples)\n",
    "print(\"Data Loaded!\")\n",
    "\n",
    "adc_data = np.fromfile('./data/dog_walking_3_2_Raw_0.bin', dtype=np.uint16)\n",
    "adc_data = adc_data.reshape(numFrames, -1)\n",
    "dog4 = np.apply_along_axis(DCA1000.organize, 1, adc_data, num_chirps=numChirpsPerFrame,\n",
    "                                num_rx=numRxAntennas, num_samples=numADCSamples)\n",
    "print(\"Data Loaded!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "done\n",
      "done\n",
      "done\n",
      "done\n"
     ]
    }
   ],
   "source": [
    "uDoppler_dog1 = microDoppler(dog1)\n",
    "uDoppler_dog2 = microDoppler(dog2)\n",
    "uDoppler_dog3 = microDoppler(dog3)\n",
    "uDoppler_dog4 = microDoppler(dog4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x14d80282518>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8cLv9w+vWjfoHaP7tEgXmw3oZxcrRU+Zaw/b9Q7h+Jv7TuECxbuc17usdiPWdad0mr74fDlTS7kv1uv/of/4DGxf/BrsX9Uu+5PfdtcyNiXSvbr8GL2lMQgONKbsv1dfPbr9Xd3Yaf0cX+aYY3KrXpTmBm7/SPXn8dL2v/RfMBKzlhyL3/D+BuLQF84TBIe+fXjTN4Jl+sm/eP0C77L5cz6mn+xx/af/DG5z9QR+qxgf1c7V7Vtm6Xk+AxhfqCWgXxi9Jmpyrz2H71fpY6Z2QxNdweKN+ALeJYgAlP9H1k6Q+zAEo1vePuK/MYK7zw//rH7rn+BfZcgghhBBCCCGEEEIIAdnIzEM19Rt19zUO09736rfZJ1e4qXZehTfPLeVVbt05vKF3mX8IpULD1xhJGkAqMGWIWC1FS92c+/JOX7lJdrwY8NcAalf6cjE3XwNQNgzr4nGK28pd652rdV+Zw1cGJ9vDdHKT4twWknM62TBdasp8chnuHcicmZ6jC9g+y6nswP1XOMtsupIltJaU/nFjpQlHF9rfPyRlnZsvp5QNS19ef8+7/wFu/+LkQrVsDhLl4kYqyjLcqTtw0zGZ421lwybzZrpPmccQv2/j5pqA7J6yDJ2UCzM/IRtlmxM/OZuZMt/nJs6g7M9IJGEMprYeQzaDJA1v1209ulC39Q5kTkickU0xhcpLSO0lzk7iPt2Bfk1Zqib+UkY9XauxyTKgjOBNpOkUzXfvzj7qnfCgStkQC+gnLvOQJlu9WX1RXdkTuiaUYY/lWcRZjjR/GV/kbCyav7Qt5eOguV53bDJnMPMb5kQmG4X2RbHaZQO2zeZ18yzKprOZv3U1DnUhIbR/zNv3RvUPT3fqgdHLzmmwg0UzV+KHSuxAW02M7A5uQeprLksVJX5rZPm47P1NozNvNFgZK2dDk7kL8yqaPzjZLsVF2t7NCWj8oj7RP3KZz/UyVvO5OQXE6m7dVjTPkqT+CWQDr/H8vui2U/7Z52fIRmtorr5GKQGKvz04T3dclI3uoH7hnrUpBlOscM/fpBKk8W++xcffdv41hQw/ifs1jfU9U7fGz0HuxqoETB++V5J5GEIIIYQQQgghhBBCQDYy87A0TVX3j96mS/yVuUN17Nb48tKDmncum2Fwq52O3X1ho1p8Oy/Xn1NdHSd8x71GEWb6cr5o+TVYEmduUObglsmcooLLUIfIfTnGmjEtjU2WPwy/ab68dMf1cZ08XV8/V4S/C190MRvGFTeGPkSGE7Nt3r41LsmXsmy34Gu2y9KA+iDNSd1+dE0l+PJ9fzWQHytczTrKvJi1NMaRuOYNZZNRhqEk/fC1d1fL+ltUM5WHqtKBL4/w6dHmYmDB9vYFp5sB7L/2gLG0NacZn2//NXTn4/WY4mreUOYM1qw08ZuyZNxX+q1bUIu3Ux/X1GQeNmCENIWaiZNTM9ZDF6LMS1czFusmQS0nqg223B42h5pfLv5DU2kCmeuYDaw1C8k/zhSpWRmDbc1CGJOpod2YgrunbAazfReuFdVMdvOP0eU6dbYP9bFI4SBxNhgxPcfxd3Cr/oHJufaZhwUcA7Dmk2l+un5oGOC2p3uFmtpl7pAJkimvyxntsCtr7tKuPqvdHi4hHX/vhLcfwxCOJi4uJYUSomiZUwnhcwE9a5jdm+zVTaMp9XzFZV1OYaynzC+qTSjx/JGyqWz8oyxrmP+TGkZyyhk4J/P8S89qmA1nxtTWzxBmPVIZoGGnuadcRmK9nzXmBKT8M/fkOipL+g3KHJyavoaZe5CNbcc6uAfmkJHragZSX0HDMWtuQ89KkE2+Z/wVYFxfQFCl2obS67zDuEeSeRhCCCGEEEIIIYQQQkDy8jCEEEIIIYQQQgghhIBspGxZjdSZ3p3i6dJ7SbawThFeSlGlffWhMKvEqbgke+4Y2UfvlKzOSbbitFD1IirsPjDHT+nwkz1IBTYFVxEsGGvS3qm4KshWbCoxyJlI9jLdMQVzsQgr72q2W7cLpRKvY5iCUhZnrgASP9Ktu+NHc5r7la1026dSU9r51ot1/++CbF2qJZYbK+MrpZJ+2ILxIBuZgjy8GBMIuiYkMfvOD38Wbv/c+VvVsvP7p9Wya6+BllpScwzXf6+uQj834Y8LRq9hTAQ3RR/ktU7KNrzRTsrgpPwUK+icxud5e5Lj4L7M6W/daH+sRFsTEkmanKt/d+sayD6NRKcH5gRYcN3J3lr29cFtY04GcpiTy3X/bYxEi0oPtL3+yz+Y5RtGmS3Uf+1u7eV8n7Xk03PQAaD9SJ4rSVOY65AUykkme6d1n5ju19s72TX+Lqzr5Mk0Vo4u0JhqDA9gXto/qY/fyd5mMNekWNu/bQxvYK5NJRrcnAoNE+E+a8yT0v2arvXqoc6WiMAxaA0lGvUhGr9xTJfUgbI5aE5h4g+VY+jD+bv5YyFzx379o7YUyBMS/6RSPcNa2S/cFxRT0ERTUgHZLd0r9JwicYkUen5x13QK9yrGKnPtscQKbN474ZuCYjW1lTt/gt4/kDxX4viJxmhu92RYRVJuM35hXzHPn4Wey2ldmKdJ3C7U/u5YaV5KEmUrBYc2nMIzff/QzBX2oUQZyZ5N/KT4j4atbvuWhittSeZhCCGEEEIIIYQQQggBycvDEEIIIYQQQgghhBACspmyZQBd9SRNIUWXJBLlgJuKZCckT7VuxSAn7h/VueALkMJILAeZPlVL/JxslyTGJFEmKbUkNeSMtY7bMjClNjnm60epzGDgZ1Ope/S75Aps2n9wu75Wzi2JXJDYAaq9RNI5cxInz4LsY97SwdktX8OZEJ25wNnWQdIFcntzEqkqnX9TZSxNU6XuL5wUEmQblPZuZc/Qf6e79bKTF/dw+1/7np+oln3bP/28allnxJ1yvgvxdwY3hTl+ku2gxNj06cFBrbHofBga22w/vNFOojM4NFIM2NXp5bqtdl7lBiA5MzkAuv5DUhCSF0vSzlVwRr1AJTL4XMcHIFteoxwG9fWtG3X/OX6agyptT7F6ccrHTxIXatet63xOx8+SRKa9MyM5o28iTaejxc7dN3GBUi7Ldds5izsHQ/7Nelnv2JR9AdnwogulaMz8jX6X5kRO9kcOkiT7s061sC90ezZSMIoftK+mZ+J/S7dR71ZKbrNw/q5sB5k1m9sMpc8kG7TOplRiqV4PZYsyLrg0/hvZMkGyVbc97R9L4TjZI85L2l8r166bR9P6eYuuCc2L3TW1JYpaQtcaHbjdfuBYqRSL257KGQyO2rl6S8YBHGKSe06bQfyhOY17fu/Buk2nfdkGihX8nGdKKXRJ4mzmmlAOg5y93ViDsQ7a2pcYqhfNdqBEyDpl60y74LpwT9JY4cYPAkuZtX3+vU+SeRhCCCGEEEIIIYQQQkDy8jCEEEIIIYQQQgghhIBspmy51DLfdVJZR1dqZ76ecTui3yVnJkqPlTiVdXwR9g/yaInTvtdQHaAchtJ2O6ec99wFOckEHJCG181RQfuvI3tGByG4VKOLRnYOKe50/VzKL8mZyUHJMQC35iNoP0mag2MXyX6sxHAI16BH7dr++O/XbbA7hrR5ZwxOEhm41l6isHKuazgVPk6UppaZDG8aKSi58JKUyDmYQZ8kKVgBp0ZJ+q6PfGa17Nmnagfml19ht1QN6w6ws1Xrlg57O7h557TuLLO9+je7xgFuNqk7a2+NUbWtbGGd+4xiVd/IJk8vgUQSHfR4X4uWUjxJGl1sV87DuSVTiQWSEm8b2S+168nl+wtgNC45iegYZMMU01zZCpRz0eGbqQ5K1DaRjjTfWemYRvZFbpVU4ma6y4PK1rX6ApLEdgblYSR2tiTZsC27cw6ckWGuSvJkiec6C3Cw7R9xAJjs15MNciseHPLxU6yh43dSMhyXyMDzfPs5Dc2frGwSZcft151CNQ9bogLaoK2DsiQtaAhdY6xpuiTnrNejOZ2DJapurk0rwyI3fzQxYOMopeorVN5H4lIgNH+g5ySp/bzEubXTmDwlB3a3H5o/wLmSK7M7rrbPWZI0AznzAMo2yJRXGEDZLJpTkzxYMs/K+EyPm7NbOhw+lSeTeP6zzvMvnasr8cHjEox1Zv5E+6Jx1ZUoQWdjGhZN/KI+1LaUw/J34TfhBnDvStw7rHslmYchhBBCCCGEEEIIIQRkMzMPVRtknD5DVfCl4c361fEpZKm5r1b0ln54o/700aUMOUlTyDKjbCr3Nrx/XB8/ZWPsXIUUB0mznbpdulDEe7bH7UfHT9mQ7ssNfTmnr8nuy/cCvvKPLtWfjoe3+GvG5Fx9/N1Ruy8EEpvjrJMlxAXDed227eq+MvYO4Vgh8xCzOWW+MkEEMR/J8LzGl6E48FVjWLDNv9uW3snKft7cDzGPDIte0emlu9vQnevwVn1NT56GbBiTzTXdgy/XkI3QO+Y+1evUv/uLD65Wy168fAG316L+3ZMRxCpnWLXVLhvBtd9iDFnWkOV5+tQ62WQQE1wReMiS6cJYNbrA9xSZA/RPIBvemKDsXoUse/OVn7+81uu5LAE6rjkNS+ZaU/wskPrgsiznkLmzTuYzfRGnzAcqoi5JPTh/GmtccfQnhaZTNNu+e2DqGeUEGi5ANkLXZO5RlgUXjDeZhy2zXNz93z8ilQTEb5N1QMdP/ZcyJCXOcqE5GWV4SlKHMn+2YXuXuUNZPtCmMxiTHDSn7zg5D5lLmLGC7lXKsnMF8ztzyLKBA3DKE4Kunzfsu49l4nNd9Cmbp32GII2VNP+Q1jMi2DRo7JLam5O4zF8afzvT9moigjKkXOY3ZfnSXMVlTqI5Dzw/k7GHO64ZxC+XeYmGa2RCBWO/Oy7a/zqGpTR+WeUmQGPa8iDaLVuYWI/xE+dfZq6NWdYUwHFzFTLyIsNW866DzWHaGd5IJsscTLSsOeQ6ktQWJPMwhBBCCCGEEEIIIYSA5OVhCCGEEEIIIYQQQggB2UjZctMpmu7dfWpOdkyyDSpiSkVUJTYymZyrdQMkBf7EsVbrgmxmss/vebvjevnwBkmZ25twkGyA5LmSTMFokBIY2TWlyHegrUgKI3HaMJkDkLxbYtkGMbjNOb90XW3BWMixprT5rdovQpI0OoBrfbv+zZOnjEQImqCMQLa0RlRYDKD9DteQaA4oldvIlkGOQr/ZMxLzye7dx7WpMpYyr/uFk5KS7GsCUmQqhSCxlLIH63ZmvP2tm7WRydOfcrtekdLzJfVfqnUz5d21FpZKEUimOD4UhreyuyMouwASQ1eKYMHVICqcbKWAbNvJtggyMpjs1efaP+b9H18BwwZjLkPSKZIT0TlJfK1IIuLG6gkYlpCUw10TK8dZ3b/ZHmXTICeyxckhflObuDFtHenR40xZNOodmRtudV1oU5rroLxNYsM3mOt0jWxuCvcaStHWMNyjEisspZbGB+1K9KwjO6a2coYv+JtQSsH1XTQXgEOl8hySNAUfLZr/uHsa5782frRbZs0NIFZh2QMz1pNEsq3hjCQVGMNJdmyh+R/EeieRRTkhHb4rUeLk2JtGU0vnvWFKu590pTSor/bh+dn1STTnI8MO0yeoRACVUvKlmNo9kznDKTpXNgE1hk+wr7UkwjBXoGvlZNtc9oVk2/z8i+OSaWs8V1jXSdQpVlG/ssZwsC96V+HKJuB1gUVU9kTi9wIocTaHz+0Hh2S2d+16ryTzMIQQQgghhBBCCCGEgOTlYQghhBBCCCGEEEIIAdlI2bJUp24ObrFsdXxQ6wYoPda5FVHa6ALSht3+u1vt3O6s2xU4E5HslxzsJE77npyvuwVJgSVpfJ7cRutzJVdmBzn7zXbbp72zgxhb0KFbJTljmd3TefWNxHnVAXJ5APW+pjtOIk/p9O1lH4tfdFIt636o1u042Qy1q5MY8g/Ui3q36jaZgZRIMi6+9SnZtO+qD23sp5Omilfj8+5k6QaAXzRShC45kGEpAt57c1xf/2cHoNs/5PuX5MDPXqhlzy9qD7cn2WIDUiwnhSK3corJkwMjuwYXarrP3T1JLs7k9uzuCZLT4Jhg3JZJouwkfoPDts7W7WUnJOVwJSaOn6n7UP+IJJ68e5IoreOWWuC+wPjtQiptDyUCXPx3cuiNoxQ1KxKhyTme6g1RpG0AACAASURBVPZgXjO+CHNCI2Xaull3lgnMKWmcl1i2RLKpAnFGMlIqKI9C8mSJ+zT1qfE5DkC7L9aBvQfHNIN5rsTtSmt2jdspzbUx1tn4Db9JbtfGwRxlx84tGcZAkiI7t/YCfYiuv5OtYR8m2Z051ymMi90xuY3y9nRdKNa78hBtyz70Ts3+nxRK3YfIlVji8Y/GDzcmU6ygMY3mNG5dKjtipajYp+plNE+V2sv2F3Ccbl0qZTU64AswvFWvi6UojGx4sd+u7AS183Jf9TKaa85M2TEqZ+HmX1j2AErZ9I9MiTCQA9Nx+bIP7UrE0JxAksYX4b3IETSgkZ1TXKZldv4G50WxsguliCSpf9K+dEgbNvbxOYQQQgghhBBCCCGEcH/k5WEIIYQQQgghhBBCCAHZSNlymbd32+vM6iZAtx2jRWjABRhToY3sj+SAzhmaoLThPjpQtXfAJXmEg1Jhe6M67dc6qNExwbrdkXMwaie7c2n3J5fr67/zWn38VkoHUHqzJE1BOr4Psqf5wNyWLZ39nNtmp9subXlgnAkXe5DOfYs0qq12Y3ESiwYcd1E2wwrXWqK6hlHg40RZ1DKP/jGvSw6026+BPNPcvySxJ2deJ3vt364v9g+89hnVsu4hdypy8H3taLda5voUxQqR7MXIZki23NYVUnLOgPWyqSnbQBJbiunkyimxnIdczWdm/Gsre5H4XEki59ySCTpWV6KD9oXO8iZMkjMftqs9fIhVEL9JCiZJPbivKFY72RC5qG8iTandMfE+F8uGSDblHDApLqLsdWruH5KYgcTXHT+VqKH5p7v/XV9bhRyglzujc63Xne7xnIakqFOa05KrqUw5DVIym9PEsWofd4Tbr1O2gRxv8VnBQI6vKFF2PwnL0QXWKUSxbE27Zcs/tFvmZNs0rtC+sOzQ6x3XhlEWTXW/U8kfSe3dqs39Q/2f7mknRafnKoq1zi16DnN9mtM42e5kr73slcBnZZIym/kjbU+ldFzZDLouJBGf7Jk5EdwrFFN7E55TYCkUJ3GHWGPl6EAX3itQORKSjUumRAgcK5UdkvgazGCuuU5MX6dsBZaogO07Mxfo1ujYLUjmYQghhBBCCCGEEEIIAdnIzENJ1dv/yQF/DqQvt5Ql2D0xJhg79dtcevPtCo5iwUt4w96Z8nte+qLMRYT5bfS8D4Yn1+p0Fpd5REWgyRjEffWb7tbnRW0yOOT2p+KmXfjyffQcpChJ2r4BWYb0hQGOU+J2pS/nEl+rm++uj6s34i8X43OUkdDeHGFyrf782B/SlxfevrNVfxKbb0EIuWEMW+AWnO3X7b/9Cocl+srVtgi5VGcZbOqX6KZbNF350jg1JjSUuUb9d0CFgSWVORTHh2xGd02mF+s+9Qs3LlTL5rumCDBkvp4cQwcetM9G6B5TigNujtCXa/c1m74S033iTDx6J+2yPE0yRmsTjaHJRm5ruCJJXToH+PLeMX2F4uICMv9PL3L83boBsXob+q/J8tyDsWJERkTOMAHOnzKfXHF5yr44vVjvbPXe/wQuI3vTKE1dXH1wi1NXFsP6xqQML3f/0vxvncyb7dfqTjECwxaXoUHKE+p/LvOmbZalU65g5gXOSXFz3BcVoXdxCrNZKJvGFrGH+GMMQwjK0qJsLMlkXptYR1C/msC8dK3MP1rNjhXtspQclP3fAcM9t3/K/MbMKWcYuLlPu3ex6JYq06w74nVnMP71wJiC+pnEcQmzsZ0aoV//LmUTumeiBjKnaZwlhYLEyrmjZ+uDHRgTCprXkrmKM6uguIqZ10ZNQCoNeibsm+d/NHwjYw6nXMS57hqGRxB/3VhJ71DQ3NZkaRaKVWuoz6itcP9G+UdxjTL/3bsanINgNjnfbOuoJ9uQzMMQQgghhBBCCCGEEAKSl4chhBBCCCGEEEIIIQRkMxO5S21k4mQP/Rt1jvN0v86bnu0a2TH87gKkwK6IJxbsNBJngtJmKb2W5CXL/dfLRpdr3dz2VdZiTM5DjjkpaU0qc9siqh1IpZekBUiMpvt1tx7eMvoQyuQlwwGXNg+p0C5FneTgi08BiaVRgowu18sOPlQf18kVU/B1H/r6dt0uixdYt7yYQr8m1f8ashdczxWMhXaZgRx3ZL6JDG+vHOyGGqY0nVr6QFIKic2ZJuepT/O+SM48utRe9tu7Xt+r599Za2xu96mKvdSZgOwCpFA9WE+S5iBn7sG5OtkG9SGWUnFnm+7XfXX3hbpN3f6pxACXssDN1T2F34SQ7qQkJOc5vcz33xRuYJIIkomP5Iumt12P5MAkW965yo1F0q0ejFXu+Ie363XHIDHfvubcPepFZBhF5S0kLvGwkTRNJYdyUiIy8kApkhn/ydyEZEdW9gXzBxr/eqZsznS3nRbdlX1x9/Uqbv5D2/dO65vazf9OYaw4/2o91xw9xXMSZwSzijOMmINskiSSbk5DUw0ncUeJHzSLlTKTN1NLwwm7Pc3VnTcDjKtoYrJOW63xBNq2zIw3HGi/r03D9Sma/zlzIWIGsssBmBu19GqUxLGS5NWSkSjDuvdrYuFMeKb77Z71XdkIGqs5/hgTTLp+cP9PjTEWjzWwni0FAPHfNXXbsgmmr7R9L0JjsuRLJ1WYOEF9fQjvJZxh3+BWPS7SuyL7rIHzv3r/bq6jliWK2vIEh9MQQgghhBBCCCGEEMLrkZeHIYQQQgghhBBCCCEEZDNly4tG3ZO7NTpdk/LambXLpyZXYEnavlrnTU8O6mZ1UgJKp+6dggOwOX5y26NUVnI6kliOgm5LIA+WjGyHZLsm7XqwKiUVSxl6x2yBN96q5SyUXuzek7t08FXIgVHic3USH5J4k2x7cGRS1KEJKMXbpX33PlZrd2bb5DZo3KJO6o5B+1pH9qA+nQCv2iPHOLgsk/O8/daN1kf1eNPU13DrurmmkMpPDm6r7n2fAF2YSR7lHLAP632dG9YXeutF48ANsao3oFjBsrfODKRYFH/A1dhBEo/mEpd9aK7CPbnTzkFQkvpwXCSF7RoHUZIo0z2F64lNrJ0UEuXc5GBnjpWcYWfg9u6cHUkiRA7ELv5NL4EL4lG9HjnoSVIDej661s1N3JzltHT7mfNfx0X2saaRyvTuhrFjElxqKvHi3I7pmkypxI1TIsH1W8vtl8IyyZtO+EfnF+oSNShFPuYA3nTblY1xJUJI9j/faScll3j+dnyF5t+8/+m5ehm5JVuncrh+TiLdeq7mVMdkrL1O6RX4XTovKxscUjkhWM/EfyqRwWWXeP/oQkoGqmb7daSrjzOlqWXKrmzKfEhjIrmt875orKHx0z0/0bViKTLvH++pdRzMSWIMcwrr9g73zwDKk5xe4EF5cgBS2I/VxzTb4u3p+XMCUurTp0zZmVs0p2hf9gbdpp3EmdzSIf73zbP+6FLd2H2QyE+gFJAkDcCxmsqBTM9xZ6dzJWfnYnTb5CyO4+IacxWeP5uyO+ff3Nd9yTwMIYQQQgghhBBCCCEgeXkYQgghhBBCCCGEEEJANlK23PQ7Gj19tw0rSXkldrshKYCTrXRHdYptd9wuFVySBuD2vOoU/XrbkxyHUln7xm3v5EqdCjy82T7vm6VU9bIFnJPEae8zkEJPz9fyGrcvclZ2brM9ksKB7Mi5ZWOKsZFCn4CchiRKfSMR2roGcqIRyL5BSiSxRLQ7qpeRg+vyh+tFnWk7Bz7JuJgdtpc4UYo9OVMdv8PIxlfknO44H3fKoqnS+emekli2RG5vLpWe4tL4Yr3e4DZvT9fgZz/+TLWsu2Nkg+Agu1jU5wqmpnb7GeyrrSupZPqV0U2SRI5kO042RyUOyIHXSekQaOo+q67R2Y2kHJI5B2gW50xIEiuUU5tLRRJvKkdy+A4ODF1wa0a3a1hPYukXzSucRAhLn5BE1ThDtnUrfewpdVs1A76m1KbU//w1qZfRXJP6rsRhoX9YTwqcgyPKVlFKy+ePzowU60wAbSubX8cBGB08oZSPxO1KbWLLPsC4RGUHXCmELhzW6FmW3e19BOSQ1FZu+g1NOF2jxAWVSKDr58q+tJXTryOlxhIfrqu4Qbw6gDWXbxjL+d/dnWhu4h9LIWGZky3DulMopeXAex3mn9R3Je6TOCbDc47E/Y9kx1wKi12s256TJM1O25VtWUB5KwusOjng/e++RG0NpchAHizxWOXgEkEkkTfP6lQODbBjNf0u9XU71rUru0OuypI03atvIiq7YSXi8LN0X7p3LV0q+3AfJPMwhBBCCCGEEEIIIYSAPNTMw1LKt0v69ZKuNk3zS+Dvny/pb0v6+bNF/0vTNH/8jX63KaX6IunekM/BiIS+BpKxhSRN9+vUByysaT4cTMFEg958u2K/Xcg8oyw5V8SUsvSwYL4peEtQlk7/iNt/Bu3fheK+vSP+nEpf1OnLJxVWlaT5ELaHJjm9zF/u9l4EwxwoWCtJc0iepC9S62SZHj9d76t/7Axb6h+Y7tft0js2WRJ9+kxZL3JfntGcALKkXHHm0aV63Z1X2mfJrWaZPexMnAcV/0pT9+Hprsl8hsw16mdU2F6STi9CnzpXN+zWNe5T48tws92qb5TpgcnGfRkMMyZwT1PflVTmkI0Bq7r4P7xUV4Gf7exXy7oDPn4qOE/0jYnSrOUXaWfiQVkqaA5j7mn6ct+FbE6J7380vFkjc28AsY4MY5bHBVmaMK5SNoHEcXV8ACYqh3z81FbU/pRNJPG4RJmL7l532Q8PiwcV/9TUWQINFSuXcKyg628NO1Bl0S5DVDKZFzABc/Mv6tMUv3wR+JZ9wqgpcAyFAWRq7kmal9J94jI3Ty/V50X3hMtmpsyPBi6Wy7qje/LcM4e88s9eqBahiYAJts6IpPpNFulYI5G2dCZtM3cezP7bKkWsuYfLfn1IPLDn307RZO/uxnLPf9SmdE+TQkKSJvskfWs/J6f90/jn5l9kwka4bHzOXCYTU2fYBOYmZLhlxg/6XRq/B2ZOgeZWkGHWmZibAgYLMryhmCxJ8y6ZaDqVEIyVcF1ne3yj0/YdyPI3iXdsLjuql3Wm/GBY6F0BmcuYsbI7AnMWMBezKkdUFNTH766VW36vPGzZ8gclfYuk73iddf5h0zS//q05nBBCeMv4oBL/QghPJh9U4l8I4cnkg0r8CyE8hjxU2XLTND8k6frDPIYQQngYJP6FEJ5UEv9CCE8qiX8hhMeVh5152IbPLaX8U0kvSvoDTdP8s3v6FfOalCQmWFjSSFHHB3UTDm6DYYeRHFCKOKZim+Mn2cus0z6VGE0wIG25awpWTyEVlqQwh+9gF44ByYlJNWdkR9R+aHhSqwslcYoypTe7gtkkJ+oYKdDuK/W+RiR7O+F93X53vWz7VUjxN+YKix4VfK3XIymOJKnTTo7gZCP0uw0c68IYtixAejq7RQW3jURgVc70aKn4HGvHv6ZTKiMIJ1lEOR5IXJ0Uie6/xXa9sH9kUun32pszEQsocUD91EqeoP9TP3MS9/FxrRHrwynNxnwAJDFbgJTVFcFHwwIycTCym7YFx137zaAItjtWki2THNuNlWT6Q4ZRZBgjcYmPwW0YP7fbSyxJSkLjpyRN91rKkUxcIjlXH66rk5g9JvFulfXjX7dotnd3Z3NSpLZt4vo/lZghwxQnmaSC5ySlcwXr6byolIuTjKLEF47VHj+c/zpF4LswL+2AbGu2Y+InxJQuxJ/hbWeYCBJxMJdy159+9eTn2XFke7teRlMVZ06BzwpkrmDmfxSXZ7v1MiplI3GJGWoXV7YC25DGKiPxpLiKcn73rPRoqZbbck/Pv6v9ys3/JlC2BWWrpu3oWpNE2JUN4OfPepl9piApJ8VUs//hzXpn010oheMMT+FZn+bUowt8AmQE04zq9baut5ct0zuN3RdMKZW26WOu7Bo8K1ObSEbiC/NHZ25Kcm6a07mxikr89GBO6UpksJEulYjj7cn0i8YfNHYRlx6ieUF3bN7VGDn4vfKovzz8x5Le2TTNUSnlSyV9j6T30oqllA9I+oAkDbYP3rojDCGEB8O9xb+durZSCCE8ZtxT/BtuZf4XQnjsyfwvhPBI8ki7LTdNc7tpmqOz//93JPVLKZfNun+xaZrPaprms/rDvbf0OEMI4c3m3uMfpBOEEMJjxD3Hv0HiXwjh8SbzvxDCo8ojnXlYSnlG0itN0zSllF+p5cvOa2+0XWfeaHjj7hz9uZG9Dm7VufyUNurSttGtmEzJTCo+u12BA5ORbQwO6/1TKr9zOz55ptbNodukkT1T2i5JuZ0DEaVNUypuMbKjZgBuw3CuTvYyg2vdO6n3NTRuh5RijbJ3Sb3T+rgWfdAtGinVu3/589Wyj/7oO+A3efv+IfTrNSJAAWcqlEIbVyeUWJLsdOFkh5DiDhLL3omTSDxeur17jX9SLZ2fQHq+xPcfyd775MArltgPr9b3mpOddEDjuziuD6Bzau4/cvCGPtUxfWK2Q7qxdg7MkqQRnCvdf7CeowuyFZK3SFKBsE4SpamRQlCsQQc/c/1nIKVw8Yfuf5KiOCnN8FZLOZQ51dPLdSfsU6w2gz0d69YNGP/A1V7iuEglFpzEUoWsTetFE+NsS2UzHmXuJ/6tXsJ1nFZp/LdjB8l2yYHZyN5IItiDuU7/kGsBzHfqPk3yqOku35Q4L9yrf9NJqdq6TZM8evkD9SK6Vi4m0K1KMcHN30ki2cBc3ZYdgsVu/tEBiSc6iBrZL8l50e3WgG0IXb2AlFUyYyC1nxnqKP7T+GWdxcGtlJiBPFzy5YQeVe4n/q2WjhpfMPM/mJeRFNW5FdP1ozmBg8pukLx0cLu923v/iFbk/bu4toqTPdOzLo7z5p6gdkXZv+m6FFfJ7dnN36kUCsUkV3aC5npurkztQu8FXNmbLsxrFxArqGyaxPNiijXO1Z7k2BO4/jh/kDTZqhuLZNdTeKchmfgNy2ZQtkTicfl+eKgvD0sp3yXp8yVdLqV8XNIfk9SXpKZpvlXSb5L0u0spM0mnkn5L0zxmbwBCCAFI/AshPKkk/oUQnlQS/0IIjysP9eVh0zRf9QZ//xYtrezXoswW6l+/OyVmfIVTuenLw2S/fkPs3rzP4S0/ZZ6RCYfEGTn0NrpvCmaTkQkV/LRFQCkbBArGb7/CX/1mUFyW3pBv3WhvjDA5V785p6/pkjSFdYfX6k8X7q37ZL8+2K3X6k8/7voRXSj4Lal1Rqo71p/76DPVsiFl6ZGxifjr13wLMh8g80mSOuN2beC+8s8hybJ72t5wgb6S0rruXl39St+6WPAD4kHFP6nO3qAi8JK0gILFmA1tbl/KEtn7GOzHFbx+BVJHd6EIMpiYSJwQvQBzksWeyVweUsVt6sAmG+KEvnzCiutkvqxR15iyUeiaUIaAxFnmveN2xkoSH+vQZAlQHxhdhPHTZCnRV/LBUfuC2ZQlNdlref0k7V6t/zCG8cPtvwdZFrTu0XPcAbavgTkGfCV3X97R8OUh8sDiX1Nn9FFhconHaiwsbh7ZKXNwtgPzR3dNYKynzI1VA5jXg66zy7qaQpYhHpO5Jygjj+Y0bk6AhjGQJe+yWSYHkA38Wvs5FWbekGGgmRNhXDfHSkZUPTDyc2MltSGNHzMz1lMbUuaQy5ycwVyRxg9r2AIZVTQueXO2duMSqgmkR84w6oE9/86b6nnx+BkeUzAbFvq/M4zEZxoS47n4A89VdJ9Qhr8kjcFwcnizXvf0klEeHkGsWSNB36msVnHKw92XWr4rcPcEtSu8X17HBMRlWROUJTmHzFFJ6h3Du4rt9mNtW5WMy3xFIyZY5LI06V0PmsCYvt7ANaDMSXet+6iIqBe5uU7/6P7MKVd5pGsehhBCCCGEEEIIIYQQHh55eRhCCCGEEEIIIYQQQkAeacOUe6ZpqtRRl8o5263TZkk25aRkc8gxpYLDToqAUqY15EWT87VGgFLBO0ZKS3IOkkI4SDat83VjWdkLGZaACYtrEyp4OnoKTGBMwV+SvVGbzkzaN6USk+xG4tR1lD2ZtOv+K/VxbUH55Nvv5nMdXoe2Pr4/KVt33H77Bcpe2ve/GchhSKLjJJqrEiFrgvGY05Ta9MTJtnZADnL0bN1/bZ+E/n/6VH3/D262b2ySxy/O8UUdXKvv9cXbai3FvG8C+O16+97FWqO26HIAp1i/db0+19NnOCaQlH9+CeS5YBayPC64p6EwtJNijED2g1I0M37R8nUKptN52X3B/U+FzNEERVzI+uQKyTZ5/22NHCimS2yEMtmFew3Khkg8fpC52Ogi6wbL4vEyTLlXStOoM7v7XJ1sC68pSvGMlAkkWlTY3Um5aK5JReSt7Bfu/7bHtA4dY1g370GsBinZ1qvsAjI5V/fVOcQPV8Se4iddKxeTpvv1sq3X6mVOykjz2skzXHel8/H6YKn/kWzTHQPFn+6Yt58YOXP1my58o7kN/QBvTudF7eeetVBOD23Sg1I40sMvU/NWsiqndH0Ky6bQdV7jmZTaeQqSTwfNy51hCfW1KYypczOm8rHW6+5cM2WzyJwE5h/OBKgBw0mSvbpSKBTr6T6xMYXuP9iXk12TRNo966NhEpyri7XUL2l7eqaUTKylshtmrMcxFHZlS2RAv+xBiToXP6ldyRynZ+a/68jR2/AEhdMQQgghhBBCCCGEEMI65OVhCCGEEEIIIYQQQggB2UjZctMpWmyvyCGcWySksvYPa4kFpZxKLkWYHBh5/+i2C+mlLm2cnJ1pX+QUJK0h3YT05LNfqJdA1uwYpMyS1AU5Mbr1ufMniTO5jZrjX3TaycZcKjO5LbkU7ylI5NdJeyYXvMn5er3+oUnbhsWUzr6ObI7cmrsj43Y6hRR7aBInW6blJ8/V13//541sfPUabqhsuTS1dLX/EmsJyNm9R9fPZLyTbIPS60kKKwk7ZQHZZ3+bpWCLPjibwrF2+0Z2AgFwNq6HRdcn5+AMPb4AZRuslL5drHNSrgZi7XS3XSkNSerD/um+aKhRJS0gVhQjkSY5BcmRXF+hY6BYP9lrH79orBqQq52k0XlwdjyE/mMkqu1dcHn746frTkAulDSmSn4Os3EsGnWP7p7DjS+0dyum9nNjMkmZ0K3USIZIdtU/qoMFujKKY0UHQiXNk9zvstuymf/AvUr9bLrP7b+A+x8ddJ3sEOIiOoCCvNnta0GlJMz2/eN6WWeLA1jTadcv6PpJRnpNztzgIC1xW1H8c/ufnoO+DmVr5ttG9kdy4jVCEksc6Zh4ezeH3zSabqmet/pHfO6Tc+3KHlAplOXOWkpBXSksmmrCOG1LoeDzk9kXQM9EPSolYeYktC7NSdzx07yMnsm7puzYdJfKrkDZCnNPtMXG/wX0lRMz195vVyLOvmuAdl1nTkPjOk2rnUR+MKo78TpyforVbd//SO3LLpQZ95VS3tz53xMymwwhhBBCCCGEEEIIIaxLXh6GEEIIIYQQQgghhBCQjZQtqxQtVtw1nVsROuBO6rTb7avsFnd6pdYzoGzIWJhhKj5l7RopLKXid+mczPbkVksp1o1xqx4f1HKU4c06vff0KZatkMSH2gQlv+IUY3JrdqnAdK59cLC0DlJw/M7ZcXC7bpfxQX0LuhR3Sj0fXwAHTpA3Syxb6ZPbsnN7om5NUhjnrD2ge629MxjJaUh2c/IMn0D/aGVfm/rppGmquECurpLUO67banSR7gkjhdyrl6FExSkRyEFsB+6pW9wptkA2VbrgAH1tmw+gCwd2tMawOAPZLMi7Brfajz8NSLGsxJ6kEND+zgEY5dC0e3OvDMkteQ23TJJ9zMyl6sAQPDwEt2GQFztQjmhOluLf+DzcK0YiRm7RNC/ZfZllJ2OSmJHsm6cqGhw9GW7L6hTN9+6+sAOYk0jSdB9KFIBErIHyJg7sPk51R86i2/UNRMckSdO9et3+UR1U3fyXpPSzrXalKNxxdWGutY7TI8WEqZHinv9IvX+Kdc7tmmTHBEmhJWm2Uy/r/QLbGs926+PaepXK/rSX16KDqdme2nUdiWcHys5gv3ZjvZOurkB9UnLlPNr3K+fYvYms3u+u7IktJ7OClQ3jzutFWB5F7GxMscK5JdP8FR3Izf4Juqcme64UUr0MSyGY9rcu0iug5F88fpCUeu6qdrR0UG9c2Q6SHZtTorjMZSPM/AviRx/mNK5EG5VoovhBUuzl78K4TPN3V6IO3muQC7fbnlTHVI7El1h7c+d/m/r4HEIIIYQQQgghhBBCuE82NPOwfqPsCkZTRtv4Uv3l0H25wa+89DbbZB7SupNz9TvdviniTll626+A4cs5vtT05QC/3JrMQ4LOaXDIn7jozTvuyXzNGN6qf3cGXx7cl2f6GkqZg4Nb/NmUvnLMXObhjfq6NB0oeLtGce/hzfq8xhfNl2f6cEwfjsyXl8nFuq27R+1MYNy+MPPMZB7tvAz98joUZz/vsuRWvsZu6KeT0kidleznbp/b5OTp+pMkZVm4zJPta/XvXv8MynBwX45h4aK+MN33HuH2I9WdpRxBlqKJv51TMAzYq092MeABoFys04Gb43r8GF/k+L19tZ1hgKNzCscEBafpa7rE4xoWTKcvzOKMoN6I90Vj2OmlNcxloGg7ZZMMTJbs6cV6X/SbLksLsy/gWpEJjsRtRffa6EL7uUIBwxaHGwM3jlKqa9gZmQAGmYdsQsLtPIcsPcxyWcOrAQ3zTLFzyojpw1zLZv5R5gdMFV1h+gH0P5orUbF8iccVnKu7Yu9kAreG4SCae4HCwQwfmE3cv80rT/cg1tC03BiWtM0ScmCW4RqZg4LLQmoS96xDY5DLyCI4S6j9jeXm1ZvI6jOcix801qKJjlEutDcBY0glR9mImOEmvqak0HKZw7R/jKlrZE4OQLk2cBnOMFejbMTZjrl+mM3Wfv6N7Qdt1ZBCR8JYYfcFcRmfK9yuIFZQlqLNWg6uDAAAIABJREFUvIZ53ToZ8ahIoGxuk03ag/kvZrnutx/r8F41KoXJ+famcW3Y0MfnEEIIIYQQQgghhBDC/ZKXhyGEEEIIIYQQQgghBGQzZcuLRt3R3fnY031O2aQUV0q7pfRgiWWrPZAy91wmN6WiopSifRHkMmtfGJNSnMkwxIFyOGhTV7D85NlaYtjAbzp5Rv+w1njMtuvfdMWSt1+rj4uKw44u8a0yuF0fbI9OQNIU0oZJYj3dNbI1aIOdlyDtH0wsJGn8TH2uw4NaYzi9tc8/QLIZ6NhOHtdbNSwRy37YMYjvSypCPrvAfa18dGVna0jJHieaUirpvbunSY42uA2lDIzqb7JHEpN6PZKCSdLkAO6fo/qYxqccv/eeruXMC5Ddn4x2cXvqv53tuv8serz/ixdqPcq1W7UWpICxisRtNd0HKQxck+UP14sWIM9w8ZPMvUhK5orY4yGZsZLGsAkYjgzAhEWSZiARorITTrZCsYZKNLgSJQMyQkFvNG6rIVzD0QFdK96e2oVkNxhT5eU0G8eiUWd8d8Ca7/D4TYZnM4iJVJhdqstDSDwn7J7y9lw2AKRYpuwEynZJSg3F4iXpFAzbKCaQvM9B+7dQwX9oqzl7kOC8rgfxZ3yetx/egt+E+cs6pWScCUmPTA9aGl65dWn+7eIPS8TrZc6wDhXOQ5Bim7HOmjasbu9Ue2i40NLERetJpB9rmrpfOCkxmXD1Tur1rLwT+h+VLXGGR61l9+aRlH6V5zRrGEahFJnbjwzbaP7jxmSSsnbBmMg9v9LzI5WHccYsVGGA5mmu/ahf2XclcA59KFHRmGOl+OXmasQU5OhUYsb95uRc/YfB7fqgyrx92QaSo1MpneX2MNeAUjqdqTGXNeXU7pVkHoYQQgghhBBCCCGEEJC8PAwhhBBCCCGEEEIIISCbKVtWkVZS93unrLsbb9f5xMNrdS7/5ALrFsgtuNchVx3nFlVvT6ncLuWU5CgzkGiTq7TbF7r9ddvnB8/26nUX5vinlHYNsl8nGxpdrq8Luf3NB/fnNOTcrskZyTtj18vGINtzEp0+GM6uOghL0myX908S5fHNemdbRrZC0gE6p/mWk/jDD0C36sy4r8x26mV9kEILHKwlkF5tqGxZpb6HZ1vG7RLdvsgt3ZVNqJeh251xyxPIRjvg9rZ/DmyFJR1+7Fy1bOft9Y3iZMPNFsime3WnpmOSpGvX6hoB5aBeubzCN9UEZEMoZXROkXBafZLXGtURxX+S/Zw+xfdk76R92QKS2HRBouFke3SsJLvpGon8EGS/JDs5ftZIXGEMJ9mck+f1oa26k/YOonT+5OzonHE3Nt6t0imVO3rvkG/g2ZXarZ36JPVdSXhfkZS5M+UxeQ5xmbYnB3WJ5WQkG3Nux+SiSve/c3AkiTbK00zZDLp/cNka8jQ+J16X4tfoMs3JuP37h/W6rmwMgQ7Ea0xVad2Z2T9Vg6H46WTLJPvtjED2SnMysbM0ljhZw623rRRbMiWWNpCmU0tvnewU3Zap+U3ZGup/6/RfgsZv+/xMpYxIyunmFNAuNE47KS46C68jj6eyDfD82Kzz/A7HtI7TOLW1KztEpVDm23ys+FxMczpTtgUl7lT2wZTYoHahuWofys4tt293YW2Jufs8fnTcbhnT7f7vg2QehhBCCCGEEEIIIYQQkLw8DCGEEEIIIYQQQgghIBsqW26kxd0psiQPkXw69CoulbS/qFNc0QHJpMLOa9WMdl+uNRbjA84Fp7TrBlKs+4e8/9HFul1QHubclqBdKBXeOcBt3QSJIP6m0RwM6+OfQYq3S9ml86K0d+eARMudsxUtn4ALoHVGhX2Rs9ngBv/A/O31/rcu1D/Q+zD3te5p/bsdkIPOB+aewn5Fbue8OclpFrQv01W6K6dqTJ0fe5pSy1yd7KC1A6JJhR9daueWSw52ktR0QaIB9+RveNfP4PZ/5fpnV8v6XYh1zq1vWK+7mJM+i7dnC8p6UffEyIZItgKyYxd/Rheg7AXsqseqb4TuMyf5Qjmgua9IIrLzav3DYygF4Y6L9k+yS8f4Qn2t3fanl2BcBxdGktIt/1AvQjmVOXx0kQQpjpPtuRiwcTRNJfOd7bFuC+XAdP+aPoHtP6o7gJNytZXCO9kgxY/ZTr0vNycZ3qw7IEn0qBSNxBJrdDAlyZW4bAC1Kc0pJT5/kr2ujv2fPC6Y62GcIadk8Vyl6XBfod8YH9TrDW65sbKli6uLH+SsDCVyXImOAs8qJFvGOZncGEKye7N/elaDboVlO/TkxL/S1OOKdUuHPklzjemue/6D/cP1M49/7IBNIdlIWVH2T/ek2T/GOpir9qCfS3z8w9v1b548tYaWmRrLlK1AB2La3J1/W9ms255KWUHZiOUPt9vXomfuX/hdGitcX6HnZ7r+DUnRZUr8gFu0e9c034KyPbA9vZORWPZN59874cHSlY67V5J5GEIIIYQQQgghhBBCQDYz87AUNd2734vags+QubaAZbbYJGWOHNefA+hr9HL/lDkCb77Nm38yd5mCYcrCFLGnL+pUsJUKo0r85YGKW5MJiyQNr8OX75bZAG7/uK4rIkqGD9Amrgj9EDIn3ZcD/CJHx2+Olb7ykZECFaaWpOmo/kOBr9kmyZSLu8JXaleceQFGQp0TMlHg7cdP1w3Yvw7ZQFDEXJKme3efwJtdQPZRoTR1RpYr+NyDbIQpfKYkYx5J2rpW/+7xc/W6e79gsjHgWlOGxJGp4t7dquPHxd2TatntGaR4SOoN6+3JMGU+gLQLSQ2Y+wz36xNowBhGknqQuUbZaGRCIHFM2b0KJiBPc0zafble9+jZel3KJpU4Vk5MX1lQG9BHbhPrKXuSsgycYQvd71PIMnDmDL3TdhmhWETdLJ+SCdQx75+yjGj/29d4rnN6aZ1K7o8xjdQZr/Rrk2FNWXr0Sb1rDPeaTr09ZgMaw5U+zBWnkKW3dY3TpjhzsV7PbY+ZEzAndfGHzOkoQ2RiDFvYsKP9wDyDzLkeZFO5zOnxpXoZZTnazH0YljpzozwZkhFOvZ67/2cQ11yWDW4PQ9g6cyBqF5p/uraieRka7pn4vehDv8TM0fYqqY2kgXvQpJ7hmLjTPpt9ugu/Cc+vzrCDFW0tM2zFcyXqfy5znLKU6TcxQ1LSGJQfZGK2dZMDEBq+UP81qZt0XhTrnPLkfp+BKCa4dw3UL8qMzAmdOWO79yL2nGhzEq6ZsY6WTw7qCWj31JiDwc+Ska0zl6Tnahpr3Ziwzrjahg19fA4hhBBCCCGEEEIIIdwveXkYQgghhBBCCCGEEEJANlO23NTpqJ05p5L2j+pl80H9TnWdgs+USkpSYolTcccX6stC8hBJmm/DJaS0cSOl6oBsYLoHUlKTSkwSG0ylNkWQqTjpHOQJHZDXSCxHJ8MUd/7U/pQ27VKJUQ5vdG/UL87/y3r7m+/hvkbteuMzIJX6CutGOiRRBsMKMvGRuOA3nqopGN6ZUMXcepGTLf7K93+oWvYvvvPTq2VOIrEqvdhUwxSSrYwOjOz+Vn39h9fBcAkkm5I0PtdONkVxxkFF3H/wY5+G6w6HdV8/HNdaMidFpQoJ53bq6vpHC3A2kqQpxK+P7FXL3Fc6Ks49OAQpgjn+rRvtiig7KdnooP5hkr1OjIkJHb+TCA6O6j+QCYnrKyQbRom3KbFB+yfZMpmguOM6vQjjn5HHjeG4qByAM8dZwLhOx+rkKUb5v3k0jcqKbLm4gvsQAGZQ2NzegMDkfD0n6xkpU/923YFJyuSgeQntiySfEs9JyNwFjX0kzWBdLHFjhokpyJnpnNCYSc4whVbk7bEIPpzrrA7pkqReXSFj1avxk4wv1n/ojtpJcSWpC/GPjt/FepItE40zUaMuBHM9OiepvUTSSVSxHA+aa/D2zvRj02g69bjmys7QfUHjJ5n1LPcFEmd4TnGllPj5oV7k5upoboKyZ1M2C8xN1oH62ozKPhgp7/a1OtgsenWjjM+vYVhDK64R/6jEhmt/2t4969M1oGf1rWsc7Mk0lkxQXFvTdemAOYsr0dH2vYYba2l7ZyTZdnuKf9NzzvDUDEz3SDIPQwghhBBCCCGEEEIISF4ehhBCCCGEEEIIIYQQkM2ULRPGbXT8FEiEb7ZLJZbYxbTMwFV2YlJpQXa8jgMSSdRwmXHA7UDeax/colzaN0m0SDbj3KbJrYhkw+zKxenU5EDoZNfkLI0OZMZtuQtSXCeR7pOLNcm2wZVPYjnObKded3hQyy4lafJqbe3ZHJJECzfHth5fqA+qGGdZQdZ0AWdCcvCSpC+++P9Vy/5FA7JlJ7t5Uii1s5cx28N+TbLTrnGrn5yr71/qv6OLxgH7Yn2xm9t1rB29wrqxd37q1WrZ7RHIlod8/NPb9bq3erAuSKklSdB/FyCFcFDZBmorJxsk2QpKeYwUtq2znyvbMDkHbtM32kucSOLYcbJhaAN0djbNPzrfsq872R+0FUq0zPhN8ZNcLJ28mJztSU4+N/HPybk3jlLUrEiHsLyLuBzKAJZNIc5JHFdJCkyuxpI0vlhfLHRg3uf90329jgPvAkr0UP91smuSHZKr7cTMn/D4W/6mJJxT0P3v4lfvpF3ZhfElnr92xiTbxlXV7NcBbA4aYTfXphJLWCJijduc5o9d86xC4xrN3xYDbusCN8ucuvV13JzdWteQLbtyGptG06nnAO7cKX7RveL6NEHjl3NrRik9HZRTXcNtSfHD3VPUp3Zfqn/UlW2hdkW3eSMbd8e1Spcf6fiZEOYprmSBc2FehZ6pJS7xNjzkyerxM3Ws60G/WHRd2QOIHzAvJymz1L5sg5sr0xhO11qmrXAMh7Ip7l5116DavelTb3b8S+ZhCCGEEEIIIYQQQggBycvDEEIIIYQQQgghhBAC8sTIlhcDlh0Pb4Db3V69LrkqSyxbnu3WzUq/ufyBehG6Na4lRQEHT3P8k3P1cZFbo5PdoEIVUnHJgdACv0nyGslIXCDtnlyVJHbRJnmXk72QbGbnVU7bpn1N9kG2B1IQSWpAo7H1av2bvU/l/S9ug4v42+q88fIC6+ZIDlxm1IFxczVwDciZz0kcvu+1X1ItmxzU65G8b3kAb/DfG0JTatmKc3Cka0Lt0pnx/Te+BLL5G+3kBZLUPSRndDgAkhJLurxda7k++6mPVsv++vXP5AMATm/WB2uaT2Vat0v/ncfVstm/NHad9JvUL134gbBKEiMnT0GJHjho90+clKNevn2dx5opxD8qUeGcvdEFD2VXuHlr2YqTGM2hXcmtcebuNVg8vAWyTdPXOjDXoLHKyW7mazj7PdZ0iua7dw9WTvJDsuGt67VuneZ5ktTBUhztpUwkx6USLQNwZZa4bAQ5SFsHTCib0B3RSbWX/ZGUy5VdIInpAm5qJ9sbQImdyV77nAiKnxRTXNmLQhNQd5uBxJnKGXVM/GorO3NlD9o62053jds7yJH5mEyJJOgDC1OiB7eHe4VKdDhn2CeF0tTu5K6UCrkw0zV1JS+mMK3ZfbFe5koJzepKSu3l+eJYR3OlhX0mqZdRiQV0cBc7oFOJhwIlUyQu0URzKiolJrFElUthObfmduNPMc+/WLbN3H80r0OJt3lXQOu6cZmgPkBzJVd2jOiOocTInilxAl2Arutknzvrot/uvVTflIibb725uYLJPAwhhBBCCCGEEEIIISAbmXnYdIum5+5OE5jtmE8PQNu38RJnxPVO6je/YzAGkaQefOWl/Xem/OVhtg3nRR9jnOHIfRbhpOKks936mMiYRJJOrtTtsv0aGNaY/dPXhK2r9afb6T6nndD5Dw7r60eFYZc/UC9yX+noy8PqF0LJZ85hIXP4In/75X3cfghfuS9dqj/z3XqRP13P98EcZVr/ZtM1X6lgXfoi6rLkfvpH3lstG4K5wdxkGK1mv61jTPQ4UVR/5e8bEwrKvKB2wawFSdOD+r4+9+H6B06vuC+f9bIyrtc9/4tv4fY/f/NitezT9moTlQYyBCWpv1ffbGWbMizaVwz/gnd9qFr2dz/yy3hlNHyql7nMZzL3GBzV644PuP0Hh/W6U8jc6ZlsQIpVpxfbZ9nTF/3prhtr6mV0XJQNJXFGIn3N9l/pcXGFyzykzMEFJXndZ2FrN/704VpvJE1TjevORITmRZhNZww7SOVBqaNu/oVZHjQnM5dueKPulJS54eZ51Ndortw3RfAXYERD5lrbr/HNM7pUpyR15rC9yWamdpnC+O8yj7aug7nXJcjmvdk+m2RuDEMG1yDLnswdTObgnMwFYFhyYzXFX8pINeFTHZq/bcGzyqExh4R1e6dk7theJUTtP3MqB6dI2TCaUptmuXMHb09UidixD9p/AsoFN39wGdEVa4yJaJhipm8zUNlR5lnPKO/IXIieVd2cgJ51aKyiBMvlH+pFFNOdCSVmhGLmOh9AH+aaLsuexgVSnliVDYy1NH66sRrNVaH/Ldz8D+aKU1CZOtoa0dI8UTLHCn3VXWv7DuMe2dDH5xBCCCGEEEIIIYQQwv2Sl4chhBBCCCGEEEIIIQRkI2XLRbVMw8k2Ztv1+9PBbShiCetJUtOlVHooOG8KnrLhSv2btjAoLO4fg7zUFfwGKQLJjp3spzuuc2TH52F7OCdJ2gZzETJxoZRhyaQCgzmO3f6obiuSiDvZNKWIT8250rFSEX8nESCJH0k0Bq+ybmVyuf6B0bQOAXNXxJq68Bo1+DsXQSL6Qn0CE5DCSlIfDF9IikhFmKVaIrCxsuV5UxXSnYK8zG5PSgRTRLh3C2QbIBFxshm6BlRY/fpNNhz5wvf+82rZP3jlPfVvbnEuf6db97XpGNoKpMyS1OzVv/v24Y1qWRfkWZJ0+9Pre/LgZ9p3TIofJLt08qAZSDR6YI7SJXmJpDEUAkfDL7GchGKlk52QEQCN3+ee52t9fIXMwUj2gpurAYkPmZtQEXZJ6kEheLp+vRPevm0hbydb3L7RViP2eNN0imZbK41gtJhY8B3milb2TPcaBFCSbEksESZ50cDI9lB2TcdqdG/UV8gcz8muaV6Fhj+m69K6C9qXG77gtChWTYxhweh8vWy+s46UDvY/aj8p6lGocvtqGX8cLFGG+f95Zw4DC3frE2hus0aUzFEWcP7uXlMDRhTg2Dij6ydpeJN/dtMgwxQyNlmuDMvIMM+Vt2rZAZ2JBpatgT7hpJwkB+b735SdIBNIWHW8b57pQI598lQdVN38icZ0KmUwNe8f+lAOjJ5JXdkiMsyh+Ru9k3DHRWXHJJaID8Hcwz2XzcDwg65VB0xMJJbOFxi/nESd5po4/pn4hXMNWObK7tC8kq71AtpZ8vPqe+WhPj6XUr69lHK1lPIz5u+llPLflVI+XEr56VLKL3+rjzGEEB4EiX8hhCeVxL8QwpNMYmAI4XHkYefefFDSv/U6f/8SSe89+/cBSX/hLTimEEJ4K/igEv9CCE8mH1TiXwjhyeWDSgwMITxmPFTZctM0P1RKedfrrPLlkr6jaZpG0o+XUg5KKc82TfPSG/ywyor0tMxZy0MppiRb7Z20dyuemxRj3r5eRuml4wt8qbav1nnfDaRCoyuzjMSKUoFNyis5+1HaL6UsL/dfHyu5HTspB0lsTq/Usgl3/FOQaHdmJBvn/VNfmff5WhXoF5Si72Rn1FcGYEI7ACmpJN18pv6B41u1bq5nZDfdcX1gs/32NmjzE3CB3Ia0e5DSL/9QLxrchhT7bSOxXUndb+309oB4UPGvKbUzmZMCkNsyr8iLyW2OJDKuTy/AmXIA8vTxhE/gKy/9P9Wy549/XX1MxgF4DrKn67drfezcuPWdu3RcLTsBLdvcyJ57l06rZWWxW68HrvaScSZuKUWSWPbBDpYuftfLVp0eP7kvuN9Iiuxku1S2gU5sdMDX2kl3ViG3SImdWan9KSZJfA0pVvVGfLNNwAV7CCVWRgd8rWj7h8mDm//VciBy8JV4/jbdAwdhkFdJ3KfIgbGSUX/yd8kas508S+Lbms7Jla1Z9Ot9zaFPWgdvkM0tQHbtHMynOySbq9dzbvOC+fsEpHhu/BrC/Ol4v17WOAdgKDvQv92+xA2xjlsyLbNjPTkz4286Z3HoV7Cum1NQG1K/cOdPz2oUK53Ekko0PWweWAxcOVVXdolkw3RNXN9FB1joZ3PT9tRXxxfrZQcfMvOf52D+uU+lHFwplXoZloIxfZriIvX/oZsTnELZHHIVdzEBIIn33Ehp6VjH+/XO3JyEtqdnYknqTuvzorI1bqyj9wodGBdciZC2qXK+bEK9qJBdudlP23IerkQI7b93bKyVARqX74dHazZZ85yk5+/474+fLasopXyglPITpZSfmEzrB7oQQnjMuKf4Nxsn/oUQHnvuKf5NM/8LIWwGrWLgXfO/UeJfCOHB8qi/PGydQ9E0zV9smuazmqb5rEG/ztwIIYTHjHuKf71h4l8I4bHnnuJfP/O/EMJm0CoG3jX/20r8CyE8WB51t+WPS3rHHf/9dkkvvuFWi0bd07vzkRdDzvslOTK53S2M7KIDLqL923Uu9xQchCVpDnJekthaKQKko9P2C5JyyLhFwr6GN4yD5dvqHPW958EC9xJr2dBtiKTkxi2Z2q+HUpr2afMLGK+dFKMsYP9GYjOHa3X6dL1sfJHTrs99tF526311X7v0k9xZBi/XJzF5pr6uJE+R2NmuzEAi0Ddp4yBd6B3DvdY3bnnX62XUL7ZeM7tfkTM8Bm7L9xb/CJMJ7+QUq5ADsiSB6l2Dm+A2f9T+/sV7zciWv+mjX1It2+3X8WcLbS2lISy/3q11a/1jbsAve+c/q5Z9/wufXi2bm3vqA+/7sWrZd/3oF1fLqLyB5Bx4QV5mLjNV85iBlHB4k3+gC1JcciCU2Nl552odK8bn+FrvvFrHug7EH9qP1H5cIQd3yUmMocSIkT2TxJWkdE42M4DtSTa2/zzbRR++3ejJH13uLf4Vqend3YfKmG+g3gTGvy60k7kmM5D9zkB25uYvVHaFltFvSjzXoWNykiWaf1GsnjzNE6AtkN1R2R5nyjo4grIlWEqhveSUXSnbu7UWuH0Gh8at+Up9/MMbfKzk+ErOzFaiDm2AbtXmNp/uwlwb5lrdEZ/rHLSrDcwJ55fhoUhS50a7+OPOn5aTxFNXOIAvfm6r1f4fMdaOgU2RZiunOttpv8MeJC6SFFliOe0Aynugg7q4r87BlRtLEYjLntD47RzQJ1BiZ+sWzEmM2zLFdZqTuLILJHvuQ0xtOuaehO3pPnHPpFOYf1CJnsERbs6/6yTS9AoEnIXJAVliF2Lqf65EG411JLF28WcKZV9IYtwxsunZHhwXXSsjEXel31Z5s+XJjkf98fl7JX31mePU50i69Ya1HkIIYTNI/AshPKkk/oUQnmQSA0MIjxwPNfOwlPJdkj5f0uVSyscl/TFJfUlqmuZbJf0dSV8q6cOSTiR9Xctfllbe1FM2oWTePMMbapv5AdlkZd7+K2n/EL58w5fjwSG/jcbimpB52D/igt90/GPIknRFUOm4Jufrz0n2yzG85qd9UZs46Cuz2z8WAoZVXcFvMhdxWQZTyFxpu39H90L9ma0zhXQw8de3zmF9rV1x4AJf9LAQsen/mLlI3dJ8paSMCCp43LFZoiv/zau9ZTyo+FeaOl45E5khfGWlbDbK0JCk/lG9fOsafDk22Vh0/egLZeeEvyb+/NVL1bJPe/ZqtazfNfGPUjeg/y5MwfxP2365WvbdP/d51TJXrP0rz/1UteyvLurMw3UKZhPOLGQCxcXpK7kzF6Ll4/PGcOQGGIZAXHXxk/olZXNTNoLEcW0Kv9k3JaPaZjnMzb1CYwhlXrh7jcxZtq9BlgSMv5LUP2mXZfxW8cDi37xR/9bd2U8zMDHxP1Avcplzk/PtbkzMupAkmJdSEX2XOUdGLrSuM0xoq3xxhk39I5gYl7r/OcMlun+3btTn1PTM+UNbHb4dDPPM/J3uaYrV033e/+AmZZ6a+d9BfV69F+p+6TIH3fIKZzgAKivKSJtv8VyfVCLTHnRsM1Z2wFyN0ldc/KbnsgX0K8qGlHxcfpg8iBhYFvV4f/QOt3K9CA1/TJ8iw8Ze7QGn0QWze+hqOy+3H9MpS4zmJM6EjfofZUk6lRIq1+A+PbnCP7D/8fpgZ5C53Z3wBRifBxM1mNOTMYkkzUk5dFgvc8q7ARi2ubGS5j9o2GPGKjLnouca11ZziBV9yKh0Yy3OgWFV966CzqsPmffOMKULz9rTc2DuBmOi5M/rXnnYbstf9QZ/byT9R2/R4YQQwltG4l8I4Ukl8S+E8CSTGBhCeBx51GXLIYQQQgghhBBCCCGEh8Sjbphyb5Q69dPJbruwfLZVp+L3Tlm3RbKPKRTGdEU4Z7uwr2MwXNniSzWAdemYuqaIJ709HoLhS4OF+Y1EBtbtmiKgVBycjt/Jhmlfex+r8+ZHF1jKSxKZ8QFIeaFYq8Qp5i7Few71mqk48d6Jy5EHOdNH6/Ny++9CinjvtL1EYXrOGKGsHpORjXROQSIFUpb5kPdDfaA3qtdzEv+qdEG703nsaDqlSue3slOSfVAqvhspWrYhSeEkc19B928usAlErw+yDzAxunHC938DGovdi3X8OD3kBvgnx59SLSMpjpO9/NEXfn21bLXYuST1nMie9kUSSadYaGlOUCD2SFxIm+S1EstZ1inb0IU+NIVC6h3T1610dHV701dprKFl/cP2hjHrmDaR7BgNX9ivwF6XjaNp1Jne3QmaHlf8R8M4lK2Z+Q9IKamfuvkDHhP0iZ4pO0PF4UmetVbZA1IiG8nTHObKWDDeHACZA5C8lKTcEheHp/Zz99np2+t23XoJ5u9mnCOJpisRIjCSIznl6RUjEQc5KUkkncSbDFto/tW/ZWR3IMfGuZ4xN8OHjfZdha8BnGr3JdaXsoPyAAAgAElEQVS4Ts7x724aTafug/TsIUnz8/XNvv0KlZ3y+1qF5ooLIzsm6Do52TE9P1H/cefffQX2D6VcSF4r+bhQHZOJ/2QOR2VLtoxhHZaTgH2ND9zzc72MZL9u/GM5uessvLjeFy+ncaUDZRM6RraMhlNYNsGVuIN2gfmfO340AjMSZYJkz2iuYn5ynX21IZmHIYQQQgghhBBCCCEEJC8PQwghhBBCCCGEEEIIyGbKllWnqHZAXiJJiy68P4W039nO/b1ndVIoWj7dry+Lc6CkFFmSaI8P+FKTHITSdhe9tlZv7Oxnz39MsmFwEDKpyG3Txp1b4AScpcnVabLH178H644uGt0FHMLgdr3QpZhTHxjeIImSyQ+Htmrt4CepXAA93Kt13nozNPfagFwgYT/GrbkDuydn2NEBXysn3d04mtpd0t0/JJE4vUzyct4VpeKjlMGpbsntkly9T/meOgWN7/PloFo27LPd5vFJfQCdLjhQGwfK//fG26pl83PQ0Uyf/kd/7zOqZbvgjEzyOInjP8XE+cC53deLKCY52U3/pD7Xkys81sxBOerOiyDZCcmJXKwnF+gu7H8dt2gXqwmSyKIcyslOyBgcrquVzWxomYaKbkezfZYpr0Jy3A7MiZoeNypJyUnKXoxma3CrjkuznTrWkTxXknpw/1H/ISmzxFIoMEu2kicq0UP3qZ2/NfXyo2fr39x5FTdnZ3jYVc84jdNciRxkndvrdA9k62MjcT+BtiKJ55aZv0G7LqCbu7IxgnGNjrUxc0KSgzbgANpx+wdoTRe/KNbh/NHEua1rrQ/r8aZAiZ+OKVvVsk+6NCNy6ya3Xif7pTnBfBvmHyb+bL9ar3vyNEjxQd4scfynUkhWtgvxk45192V++Bjvw1wbVqVnaomdoRdwTVz8G12ql9F9RqU4pPXKrtC8jN2SeXtqV3omdiXiaF16r+PetVDZLBp/3FybHK+3R/XFXpjtuRzHOvO/N9dtOZmHIYQQQgghhBBCCCEEZGMzD1dxmRNU8JIKc7qveVQwu0DB/pn58ts/rL88UzacKxhN9E7q33RfrvHLMRW2X6PgNn0hoP1I/JafioC6Lz9tv7xThqAkzcHwBLMk3dcMyPLsTLmtJ+fr5Tuv1cd/+hS3FX29pyLY7gsrff2jL8cu82WwBX1V9Sf5Yr68N5B5SFm+8x3zlXTWrjg6GcNItWGC+0L12FPqLIEuZPNJfF/1TiHD1RRstlkOq+tx4p/mlGUBvzl8le+J+Xvqz5Qnt2pzlN2nIZ1E0mxS/+4Q+p87zz58Jh68XA+rk6ec4Va9jOLnzGSjYOYeZR6ZzBnOUqyXUYaLJHUh1rl90bFiEen7/KTpvvzSuEYx1X3lp3alfj1bwzBmCsXhd1429xoso6/5owvts+Q2kUb1fI+yASWe/3VhrjU1yoPh9boD9CCbbnSJ07loXkr9zxmmkGEJxQ9nWEeGGdTRTk2foizlCWTTbN3gAaCtoqd3bI4f5t+oUDDZLLsfrWP1nLy1XOY8PEGRiYMkbcEYRuZYbqykfZGagjK3lj/Qbt3O1GW+tJsrLrbNs0qB+Rtlvt8wWVZwC2HmmsvcpJ1tIk2dEbXoc5sMr7Xrk04hQF2CnjOcWRldU+rnLnORLimdq8sGpv5L+5qx3x7OH6YwVzx+2rkAwW/CmO66LsW/6Q6oia44NVu9bAGGS314JpA489Ep3yjLkOYv9JsSZ8+TOQqZmEoyac6wmom/gkvYhczB8Xke6ylWu3kFQRmpnHnpzM3e3FzBZB6GEEIIIYQQQgghhBCQvDwMIYQQQgghhBBCCCEgmylbLqrkkC6Vczasc1EHp3Xe8qxv0o5RYla/k7WGBVQcG64KFSuWuGDn/8/em0dbfl31nd9z5/vmseZSlebRsi3LxsYGPDGYgE3CEIbGwArgNE033QRWyGoCnYROh7VIE1YIBIJNGyeYEANBGMXGwRAb29iSPGi0pirVXK9evfndd+f76z9Ksuvd/dnSfVKVpFdvf9fSknTe79zf+Z1hn/37nf3d3x48E9GrJQ57JYoPURklqQuCC0T78WjHgyI5SUyRdk1j4oQyD/r8pXWmYtC9PDosUWeWbgCK+gbXp4StxfXBkshKHPacr1PCWh6rxrTliGRAUUkO7UUjNh6827Qh3pW9zPtpTliOXxH6yqMY9NMhXyg98mWLLDPU+94oX1peI3Egskk8pzw6dD9o7klSB2hT5UWgfVzlrL91O39GZu38aXfYgB7Ys8QN68PJOchCLSkHi72wYdvfKnH7i2tAmwPab97jrcD9af9wk1DDz9Je4yUcRxEQh/ZBtBVqv5ccHZPzQ4oJj3bsPYP9TS4n6lUHKEJEO5J4rdT2kf/A9x+es4uIxM08wRhK7n4lImWZcq3NfVXZ4EFtjcOetgVfpTFtF1sJbKqbcJ/SpoBP5wm2EO2JUhG4Wx2Ji9TsPCs0+BeIdlxetgaAUgFJUmvW9h8JE3kP0AXBQ0qxMKhP4JV5wnIoAuekTeiCkBwKlmzBL2HBOb42vwEpJkZgXDzWL/gAaciOdVZzXivpd4Fi6j0/UfzJpuYbHu2Rf/eKQ86+l5GfLklZDt4VBxXBE/sVJKKCqQA0OJM8DyImEts6EuFrTnL98jL96GBtktjXKYLg3cZe/tHSymCpRFzBO7oW3hMLd7Kf27nXdkx5ldL28L3y9F3BaSr5JbQvesIeKOTSBHHDIhsQ9Ithr21CejGJqduUNsSjeJNfV1qxxprS1knOtwoS7HFS9Hmiwc8XV+rrcyAQCAQCgUAgEAgEAoFAIBB4gYiPh4FAIBAIBAKBQCAQCAQCgUAAcWXSlmXDYb1QVgqFJdqURwVF2jGp5Tlqv/T5tgjX5iA8V5Ja43YISZnPpS0DnRoVpB3ad+oS7WLw/muN2v4bOmu5CGtXMecA+4ru5YRSlxctnam+G3gvW4j4LTvKgs0xyzEhinRxffCw7eK6vc6j6JDaHs2/9qgzV0p2XmV5CBtvOGalA8rKY/Y3iwXm3RD1H+nonjJ2/7BcoeKjqSsV1zb3YX2KQ+FJ2QwpJixWjGPSnAAqpaP0SrQPor1MHmLaRbNt19Qrdp0xZZ8/dQDrv/3go6bsM+euNmWoNClpvjZiyoj2c+Nh2yZJOnbskCnb2GvX1PAJZ/8iijNQuTzaSXvUjv/YMTsoSDkWK6t6Y01t8No1KGj+uSrqJOy9BSov+QXDc/YBug7FkepXFgbfq4iO2JiE31zkTt0K9Wnbo4+605hh/4HGn5SJid4kMUWMftPzfwobQFsCn46ozB6I9uWlvSFlSaKNlhy1Y0pR09/3krRBPpU4nUUR7kWpgCSpAGNVOU/0MqyONqEz8sJsCqk9SzwGRGXujbL/k05BH0DD2tB+ScrgXhnUT13ua/L1E6WdcFKc0LyiFDeZ4z7SOwi9a5RWdpCdA2SyKTbyK44BAJCCtae23JixYzJyzF7nKdhm4L/QWvP8hM4w2FpSQHbeaWhPJPvppR1rwf2p/V7aA9rTmxMwp0HV/kK74Dfh0h+49l6s/58++Y2mjPrE27/IVns+Fe2h5Fd79ROkqKG0Nf3vPs+A6MDUJs9Pond1SmXjpWhqTEGKjyV7cR6eSZI64GvQWJec53+hqeP6EZGHgUAgEAgEAoFAIBAIBAKBQAARHw8DgUAgEAgEAoFAIBAIBAKBAOLKpC33MuX7FJObUxw3TGGr7RHbLcV1jrvO122IaGnJxhJnDm26OWHbVQS1O0+BkpQd22O2/UMnWcK3PWo5gkSvICqPJOWzwZQFXXoYqX1CeLAXykuhxIQSKABKjloyRP26CsagItgr8Vg3piEcfQ0vRVDoPFHUvLDr1owto7H2lHWzRcsxSBMQN++pTQ/bMeidt7/ZcyTYijCE7WFb5qkN9pdfqeSWlGXKtTfPC1JQkxy1SZwTjv2BdUnzdPgcr78luFm3YusvHWW5vNyM5eh24KHaTd7qZoD3X8hBX5W5/xaX7QQsARXnDdNHsf7RwlWmrDtuJ3BvzjnnAxXC5jjQTpw1QXSaxqQdk/Kq8wNE0XHmCtHOiA5FVJALv2vLcrCKOxW+P6n9FYB26e1VBVDRa47ZcSHakSRVF2gODW6FUFkXhmUrtKErEpmUOpv7ul999BmQX0AKikQvlqQsPxgdkBSMJSftDfkkg7MOt0RPKrRAwRuen9okSSXwf1hBk+0XXUu+doJ+8urXd8Fvrjn+I9i/rdA2O8ODU5zzdUgRMg4XA5XXaxcpS28lJCS1Ie0EtFOSOhNgv8gndFJ8ZLCHJlDx9ij2NAfxXQXSdlyoz+VXHJKlflfPeWrpUAZzmlTBJYciDguA6LWSVN9j5wT9pjemrVG4PdHrHQVf8n+JHloCBWVJSvRZAbqkvIjVER2bCQfTU0ncftrn71m26XEkqTkJ75Tnt6LsPLixobZuJZVKGfZqSlvlvavTewmlSCg4flIbUveUHTo5gV5ru5COw/vW0piwjcX3OqdJnl19vojIw0AgEAgEAoFAIBAIBAKBQCCAuDIjDwHe11wSB6HIsc4wf7YlIZP2KEQTbnDkDX0lb4/Aybdzck1fs+mUpTUJ4TDihN+lFYh8dKJJSssgOLILTiMdwZUcnCg1J23/uQn/hwZLGN9wIk/pdzGJrtN+ilykyB2JE3EPzdnrKMJFcpK7biE5e4LJQlFevaoTZUQnenQr5+SZZlAeTp47He6/BOIO1fktRNP0V79CA3GyXFK3urkPPcELgpfwHa8lwROI8kFhG0mFmi3vQWL30hLPiWbBhl6cmJyw9Stsf8/B0fX14/Om7PjpaaxfHbKd1ZVVnLnr+G1Yv7Rm++r6rztp7/9lK+Iisf2i5NoYoSKpPgviXjW60on8AQ/CSy5O641Ooz37R/XJ/nn1yS7S/udh0CjDoiMYQ5EzFKXp9R9FlFJEBp2QS370xBWHXFKvvHm+UmJ1SWqP2glM/pMXYZGBOAj5Cq5gH8w/2ufzEOF3AfZ36Te9aDiaf1TfY75Q5CQL5nn3p74e7DcvlNsyEkwhYShJat9oQwrTSauuQlHPklRYB/9laPAox8IG9P+IEzkM+3KH+tUznwUQF2xD5H/JU5yD3yxBNKHjP6aa7UTyNXuwJ0ocOYPRNN5cd0QrrkT0+wVtiGaTeKx7RXp/5PrVM4MxtyjCTZKyIohT1e08IYadJBVg/6fISVfviOY0Rcg5c4fEKYtA8iuvsP1ujgObAEWsPPtry/Lg/zx61w1YP1GUI7AxSBhGYsFSj0zRpncAuNaLcm+DuCr5v5nHPIN9HZkbjrgWRSQSy4MiVyUWQqW9NudEnhNzBqOxnbni9evzRUQeBgKBQCAQCAQCgUAgEAgEAgFEfDwMBAKBQCAQCAQCgUAgEAgEAogrkracMim1Nsf+FtcsvVaSOkO2CwoggkL0DEkShIi2xu21nSH+Tltch4TVQNvwEnbT59+1KUsbLjvVCw6d29wG6NkSJ9cminhnmJ+/BM9FfVVcdQRPcnb8qP9cwQegiBG9oZOc9redjgUU1ilEGUKpnSEhcZZ8i8KWuT5SBGu2fjvvULTytq2H9y6YsqOP7sX6vQrQ4YGiCreRJBUHpN254jr90+JKZfEloNk5z9oaGyy5fHPSCYUHOixRiZCyICcRNiYW5gcoroCt7dqyIqntSKrmIe2Cx/EFjFatYslaY9yULYOwiiSVgCJx3ailTR+pMG2ZEplXatZONB0qRZco4kCv8CgPuCaduYZCJlDkJUcn6j1R+SiVhSQNgWAJ0oYc+0vltFdsxf52YFp4yeVz4MKU1mCvdWjLnpDMlYYsSZ2+tA3untq2f+hB2hJPhIYoylsSHKKfJfvn0KbZfxjcp8CE85DKp+vO6QHnlHMZ9evaAUoM79AWgTZHe1obhBUkqbtmFzC5ih7lldYqCZtIvH5bk4P53xI/g7cvDorcFvzHHKT+6LVgs/cEU4DiXBiGTjnPr6VIMYW0AV3O0OSKhl2J6Pd1O1VnnmDaK1vmzQleV7TYnfW7Ru+6dB9vT7Nl+QZc6zw/2Xqi/XrCHgUQrKNUaG2H9osppmBOe+8+5JfT61vXoeJmsFYxFdoW0l74e81gz+XRhntgq/LQ19T/EqcOoWtpT7lwsS3qgOCJZ2codQelw6BUQBL74PT8LxYi8jAQCAQCgUAgEAgEAoFAIBAIIOLjYSAQCAQCgUAgEAgEAoFAIBBAXJG05SyX1Kts5hm0JplLQGG3BVAb8mgrRPsgKnAXFJwlqQthr3T/1jjzJvINGyM7NE/xsRzeSirSRBsuWFE6SUxbob4iBUHvWgoFdtW2oK8Ifti1LSutD04laUzY/vOUHYtAW0aKkhMi35wAij3MNW+uUug6hfiTAp8kNXbZedUGiigpqElS1oTfhWubiyBhJmlkQNqJp3Zl6LRX6NFJlktGxauyyJ1XALVronKiqqGYdkBqt96cHpT23Jlg2nF+3V68WrMT/eY9IGsuaRV4L9dVz5myYpXV6s4tjJmyIejqoRHm4jar9v5fXDhgyjwqL1HMSUEu20LahibQ/ojKLPG4erQ92kPIftX28mTDZ6V9zVNmBToQUUm8vYpov1SfaJMSt5/qewrQtAdS/7sUJ6ddVxwyKd+XZiXrDq5AmIM14VGxyFbRnER6mhy1R6LSeWljSK0R7pVvOpsn0K49ZWUC0b6ovtd+UpZsTILaaovbT/2/sQ/WyV42oNXHrf3F9AKegjL4j4W6Q3EnWzFtnytfY/vXGrN9mIFatZy92qOOm8s8Xxn8wtQA/6/nPD/4el2gPYOZvnAtpV0giq33/DuIttwPr0/yQLttTUN6JGdOYoonUAD21k95yS62HtDO8877J6YSgfpkZyVWSy6t2LKWR5sGtWJwH909vQQ+QXGd6mN1psLCUBEVXOK0KbT+6Tcl/n7ipY1y12Uf2o7aPKVowd903usonVp7hGjHnv8F6wIVmPn+nQnw1WBcvBRrBPL/Kgs82XulS/u57wp9fQ4EAoFAIBAIBAKBQCAQCAQCLxTx8TAQCAQCgUAgEAgEAoFAIBAIIK5I2rIkQ13yVOEo7DQB7cNT4GmCsnJpxcYSN6Y4lpVoz8Ut0GaJdkz0hJxDxcL2Q3jwoJQHyQkPHuWY5TwqCNOYcJ80Jm2/ktqRqyAHYd8Y4u5QOSgcndrv/S5RjEjtSmKKTHMMlGUdKjdSFCbs/VuzTBFNdaBoU4y7Q1sW0Fmqu2zcducxlkYktS5OEcAdWO1TWyUa0ZWAXCdTZWGzimG/+uhXyoEKRLTHxszgBoB+01WQJbXcEaKicn1SC2/WLG92pMi0tSfWZk3Zm8Yes/WHYPFIWpyztOUSKIMuLgGXR9LYnG3/2WU7/4ccKirRNpBi49ivynlQ24TfJNsjMUXXSzFBdpH2P8/+FYEOT3Qal7YLdHyyv54qcRmVjcH+boHi3Zi2144+hdVxDRFty6NIedTbKw1JVgW5U2b75ykz9oNUmSWmaFaBNuRStgY1q1sYO0qRU6gxlakxbRc2Kng7as95UOuktC2e/039Ul629/dSwbQxxQ6MyRjzHusjlg9YXoRUDJxJhc2qN1bQBYVVoP16FMGK/eHUpnEZXIGzVxr82nwZ5vWqnT+ZowCdK9n63XXrv3c9ZWDoQErF41FUB6VNbntkVtnbS3vSAV8rgU3z/LcmpDIqLcJ7QsdLJTJYGdFrJam0Yttfsy6ZCpQySuzXUNoVUqCXpPUbrVp4YcP+AFG5JR6XFrTfo00TKmC/vPGndyDyqby1Q+WZ815F40r96vopkM8gA1vn7jWUogz2Os9/onRuZGo9/5GUsSmVT8ehqNP+QfOXVKUln3r+fBGRh4FAIBAIBAKBQCAQCAQCgUAAcUVGHqZeplxj8+dv7+S1DZFb9ImchE0kL8rN1veSENPJNwleFDachNGQ3BMTXjsHF56QQj8omlDi0wR61sxJIk2RJxSN6CXBR8ERCPKkCEOJBVe6cMqOifklDc3DaazzSZ5OJOiUxUs4S/UpOWuv5Z2c2DIcPxDRkKSsbBt7Ym7SlOWcyMNiyQ5CBg3w+g8jlwZMoi1J3f51dYXqB2Q5GxG1Mcumnk7uy3Ca60begq3qP/WWfBENPHmmEzLn5LqwYcun9y2asuUWh45Q5OxNJSuuQvNUkm64+qwpO/nkVaYsbTiRTzBXp8dqpmxpiqNxh0/DmhgaLJpQ4igN2pO8aGqKZqb7S3zKSt3qCZbUp6xhoITjJAIhcZQhzl9nS2yODrgvOHaFnqtLUTrOXMMoSYjG9gS/LvXJ88sWWabUFynoRa5hlC3MidRz/D/wVTowT0iERWJxFEqYXiKfSMxS6UI0bAvE1iQv4TuJ2DlJ7FftYulB5EYLEtNLUnFjsMgRYgNJ7GsOgU1c3MP2k1wVYmMUV5xokimylXgp+mpk/z3704O1zoI7zmYNUaKagZCkeQ596a7bOZRAsIWEUSShXUslEEFoOv4n+frQVBJhk6SOG9F4hSFp8LAg9L+AjTTJkzIHY9WasteWFrzIb1uG0YBeNCu86/RgTnqCIW0wCxR55s2pH77z06bsvzz2ZlNGdkKSqvPUJrsmyos8oI1ZEFedsNftuhera+V6W4bMISdykfwnjzlC7wW0L3u2nt4LUQTPYQm04FsPzXXv/ROflcQdwU5LbOsbU/ba8jLff9DIafIpJIdR+gIQkYeBQCAQCAQCgUAgEAgEAoFAABEfDwOBQCAQCAQCgUAgEAgEAoEA4oqkLWe5pG6VBUr6QRSR3oiND/WoVBRKSlQWD0zFJCqvI/hCdGJoamOG+4PChinstrzEXIzWhP3dPFCBvcTkRFGmUHYvCWoBkujTM3Ud2k0dEoZXloCKA/NEkgRhz22gYktMWyHBjx7RzsUUHaQtO6uaxCkoOXJn2HnWgu2XfAFoW01uQGHIXls/ZnkD2RYSZtNcJXqfZPvFC6/f7ugWk9b3bn5YL21CZcn+oQ6h9B5tgSj2DaCXerRnpG01wSY7SYSJYvbq6VOm7NHVXVh/vGS5tBUwQIU82/STy+OmjPq6uncd6zfnbf2sYR+2fjXb3+EzYH9BsISSNUssBFBcG3xhFIC2XLcaNBd+F7oABauc7ROFtIii7Mw1Enchm+iwngemGDamuf/Gj4AQBOzrLsWctnpKLu/sdUS7uWLRT2fyqOzg12U5OwCUXkWSKnU7gfNA5fPqk4gO0abcJOjgl5CIXsdJAl+A5yeKNYnASJxEnuapd3/yq4sgTpg5/hfZusqyLRs6xj4Jrt8Z8ImHBxfBI59MkvKQtoFok3JS7KQ27IvgU5FPKkmFIfvDE2OWz3l+w3EgKUUSUaGd+l3wFctj1rFo1Zz6npBAH3pFL0XADqEty6ao6Aw58xfmlCCVzcge9l8onUuzYRdApwE/Kha8o7ZSehrJp5j2w12TsP/TtbUD7JR8dvGwKWtO2vaXr1/F+oUvWgPQw1QmWF3VOdsB7VFKz8L1NWnXX3sUxsq5P4kDeiDqdwtSfHi02wwca9r/PNpyDsSlcP44j9QcH+y9aCvirCTi4qUIonfdrYhAud8wnici8jAQCAQCgUAgEAgEAoFAIBAIIOLjYSAQCAQCgUAgEAgEAoFAIBBAXJG05dTLlK9vlvbplQdXuyTaa7HGXIIOxI3m2oPTXinqn2hvpAAsSaVlK2HUHgEq7nmQOpK0sdvGM1NbN/YwZ4DUituj0CcOlbS4ZvuqXylWklKHQ5FJ7ZMUxIqO0hBRhEltqw30HEkqAG2mPsvXDs3ZNjTG7bMSbccrb0J9T+2zMwIUJaCICtTKJCk14F4jEPdPk1pSDyjS+T2Wy9NeZWmzDqQiKILaqqus3TdWHpV3uyP17LPSPJWkxqSdq6SKW2exSkeZDWgTDm2NxiAPc7ILc0diZb0qcFFmK0y7+frJx0zZ39YP2TbleE3Wa9YuDsP8a3d4/8kD7W11cdiUVSfI0En5FihgQl/RmEqswE5UFI/ij2rtntgnbEGooOfRdoEiQnvVVtIREG2pDAqyktQeBhVdol0DvUXidBI5oI15tBWiXRNtkvpZGpzite2RSam7eb0WV3n9dobtoKCCcoUnJflaW6EHVZbsBGpD2hyP9lxcs/XJf/UcfZoTlEqGFJglpv1SihlvT+ZULLCmnbQ9TDuzP1pi1iDW78xao1CYZ5+kW4FUBECPu1AOtGOg2BYbjv2Avk5ARc6AXixJCTp7rGL3leYunutrZ8EJKMO68u4Pe3UOfEVSQJV4ryIqcmsvG8DZPSum7Cm8cnsjy0mdPhciv5cdgO6czVuS27Dzd2akhvVfOWVTxNz1t6+xv+kJcINhwlRgjv0g2ii907fHBnf2h8BWdEfZJ3jkqb22PlCUW04qp4VXgq+2Tj4BVmefChSIPbVqougmotc6PlkO0pFRKgxJak4Axdq6uujTSJwiCdvlPGq+CRMDFdwd+z1gv3hpx0orkA5jiNTCuX4b0omRr+h+a7rEL7wvqTuZUvqWlNKjKaUnUko/B3//4ZTSfErpi0//86MvRTsDgUDgciBsYCAQ2KkI+xcIBHYqwv4FAoHtiJcs8jCllJf07yR9o6STku5JKd2VZdnDfZf+5yzLfvJFb2AgEAhcRoQNDAQCOxVh/wKBwE5F2L9AILBd8VLSll8n6Yksy45IUkrpDyS9S1K/4dwyUG3ZYZIU10FBtunEzTr36ke3aru1y6wHDIUl2gmG3MqhaEHYcupx/eqCbcDGLLWfO7C4DmGzQPElBb8LvwvK0g3b/1nBCSWGsGlUYHJo01RO0b0bu/j5W1YslRVAJY2eGEzZmsZPYooNqYX6yuD2d0tr9rrmDFaXxuxc6XVt3HbWcZQlu6Cs1YNrHbW8DijDVudB7dpRi87qLzu10ctmA/upGwWHCp9N2/7vgtiap1ZXrJFaPNVyzeUAACAASURBVKlic/1+VUDJUUUcYd5Kftka1mMbU6Zsvc1pF75x+FFT9p9XLO1mo8kGfGQM6EA924GtFb7/GK2/FbC/QJmV2Na1RwZXZaues2WUCsIbf6IIFayA54XfgC4kBWCip0g8L9H+OfWJ+tktk/0YnLZCCnxlUDCXWHGW+proyZI0dA7SXoCKdnXRoeg61NuXEJfH/iUpy28eQy/tCYFow57/U4A9hfZfoidJknqDKWsSlViS2mOQtgB8otIy288urAl6fs//bMFaKa/Yaz0qWwlSBGzl/s0J+/y01xHlVWKfqjpquZC942y/u7tsvybYkyTe68h+era2VwUV16rlLXbavM6LJdvWoydnTVmu6KwVoBhPzVqK5uJpcIolFSoDthVUmSWpB7aa+mrf/kWsf+YJ+6wvMS6L/csKUnNqcx8OlXn9bwBFPAOKawv8fEm6d/4qU5ZfAz/foc0SRRVpq14qJljXRLttTTqpoFbJJ4D3pAngR0sqfGnElF39TadN2UOPHcD6sCRVOW/vT++ZkjR8crB3SvIJJWG/0vtr29m/0nlb5r1rk//Wgn3VSzHRdlJ3mPs4tOMOfJcg+7vhpB1rTIGvdQ5SNLGwOKb4IPu1sdfzFWwRvdNTmSS14L3sheClpC3vl3Tiov8/+XRZP74zpXR/SulDKaWDL07TAoFA4LIjbGAgENipCPsXCAR2KsL+BQKBbYmXMvKQPoP2f8b9M0kfzLKsmVL6h5LeL+mt+GMp/bikH5ekcmVCrYnNp3/eyWWCr+TdInyh3kISzjYk4fYEC+iLfmnd/iadJktSexw+XcOlnWE+OcLk1vCF3EviTvXLi/Y4pb6Lj1MpyjJBNBoJs0gceYknDE7/YcJsOA3xToO7cBo8fJ1NzCxJnUfs8RGdRne3EOVDZV7kTaE22HMVIGGyJLUhX3apDII9zmIpFu3Eaq3aE/1cjedqAaJ06FZ0nXRBSOllhktmAy+2f6XhSRMp49k/ilwrQTSxK7YAT4DRvE4SdUxCDJdWRvjkt5OzUR4rTRvmeNXIEt8fyo7Wbejt1DCH063U7TFjE4JUJnZDiKGkzuM2SpL6tH2eQzc3dlPkE9zHOw0FD2BQOyNxkDQJrkhO5DTMFU/wg07Pu9DX+UVHcARO70urg4s7FDdIHcLaKm+vb47DvgbTymMp4L4OUQa0J0svS4Goy2L/ypUJdYY2j0tGE11ScQMEJ+Dk3ovcGD1pJ2tzwm6q5OdIUg+iJCjKkJLgXyiHMojm9fa+xiQJ/tnrukXHf4S+ao3ZZ/JE4ChKhFgqxFCRnH6FPkFhPbH/U2/A+EHUmySlPPjqjrgXrr8trMmsOhgjqjrEe2W7bddABiJ4qeTcZ8DAleQIxhB6MIFJWEXisSJxlRsm5rH+4vk9A7frRcJlsX/5yQkTJeoJdhTWIfJ4lzUA88s2wk5i5lBvH8y/Jd7UyCcgwZtc29sULSjyK02y4kj+nPWr6D2n03IEs/bbtbK7Yn29I8f5pY6E7EhYw2MjNCEajiI3awed92dYq2QrO87SQZaf862A9hWKHK0ddGztMVtGbe1W2P54Pmw/POYa+WrEpvGi3InlR2hMO8zFp2xZE5gnPstysPsPipcy8vCkpItPUQ5I2hTvm2XZQpZlz1ii/yDJ8sm+eu1vZ1l2Z5ZldxZLIOETCAQCLy9cMht4sf0rVML+BQKBlz0ui/0L/y8QCGwDXBb7lx/hD32BQCBwqfBSfjy8R9L1KaWrU0olSd8r6a6LL0gpXayD/k5Jj7yI7QsEAoHLibCBgUBgpyLsXyAQ2KkI+xcIBLYlXjLacpZlnZTST0r6qKS8pPdlWfZQSumfS7o3y7K7JP1vKaV3SupIWpT0w4P9uKXpeaGs+YaNZe0BbZkSS0tScRVoL9CrHu22tseGMxfqNuy06ISiCmgbzUnbAE9Eg2gTpTUb91wgypakxrRtf3Hd9okXSosJW7dCL3XoPP3YSigzJffeOMQxv7mG/d31deYIloBihrRbZ6wo4T4JIVASc0mYcJVCpIkKcuFioDiNA0XV4ccdmFg2ZcdIROUcn5wWQJyDQvQzh+HQcxLJvlS4bDYws0JC9VmmTVSWgSJHVP4tBPMUN0gwwKHNwZxG2qwzp/ItW3+ladffrXtOYf1P1g+bsqfWLZW47SQMz0MSeaJX3Twzh/Xvz9l7lZYh7YJDOaCx6tH+44iYEJU3B31aPc/7F1F0a7udvgI6C61far8k5WFfRPsJ10lMMcH+c9JGUMLu9ijRhrl+DyjWZNPqDkW2BeUkWNQmES5JLWjrS4nLZv+SpdN6aUu6ZaBtwrXVBa5fn7GTiuakd//GhL1/eRUERxz/q1eEFDnga3aqjogG7amQML814vjPsKabQLEr1rA6+no9oF17tO9izT5rfdr2SWuM719ct2W9NWsAerNOLoUN8LW9tCkoDkG0P08dAtLOAEW62WQDRjp+pUnb2NYS+68J7r90bNKUFWeBi+lgatxOjIVF9v+Iot8dsZ16//xee6GkriPa8VLh8tm/TFmf6CDRwyWpNzK4kBTitJ0rlcN2UTWWeU62R2FMYE5TeiiJxfVKi+A/XcO05U7Ztr+4Dnu6I4I0fMza1VM3W6fKo4ySr9sCETbsJ7H9oN/MwE+VpOKw7ZfG9GB7miS14b2gVBs8Jo2eqzPBnVXrWFs7etRe54mLUToX2ms8/5Fo1+SrenOVxAHRV3TM/9ohW0a0dxKslAanbQ+KlzLnobIsu1vS3X1lv3DRf/8TSf/kxW5XIBAIvBgIGxgIBHYqwv4FAoGdirB/gUBgO+KlpC0HAoFAIBAIBAKBQCAQCAQCgZcxXtLIw8uFlGXKtTfHaLbHmLbRqdouKK3YsFmPtlyo27B5UjYmVWeJ6cQUIuzRDqvnbCztoKqWEisTF0HtuVNxFHCBItMFioxH2yYVPQqvzTmhyDQuLkUaQGpRFPabBwVaSRo9Yu+fHWFl1AJQ5ClE2mt/YwIGlhQ4txC2TMqs3euYdzM5MhgdZbTK9dsgLf2a/SdM2ecevxnrd4Hi2gNlviaE/UuWYuUwObY9Uibl+9gInoIrzRWisuUb3Fmk4kv0eo922ysSbc1eVz/DVKYyzOmNlv2BNvH7JX1k4RWmbHHDrt9rJxew/lLTSqs1gQr3mfuvx/pgflUAil/tENMWq6ftc7UmQQH+JFZH2jfRM7ZCefXU3kkZuAh21aMNk61C2kiJ21qdIzq9vbYBZRLTEYmK6KG4BiqysP7q+3mxjJ6wY92GvqK0AZLUBIr6lYjUs36Zp0DdHgG7AJcWgB4rSe1R8PVg/tM4S1IR9n8yVf3q0c+A0u7wPumsXyoG2qDXf/3pgSSpCCkSPMoU0caQ3uWkp0kduwDpWYneJXHahfI5a1Sau3lN5kGtltReJcd+QL/QnigJfb0epH0plritlPqjUrLGfnHdoWjutgNbO2GlaWfHYQOUdH7VchyHinB/J21OdxiMLeyfi2cdQze2BWO93dHXhb0lyJkhKQP/OUdq246zXFyzA1BfgvcfoBdLUnfM0mZvOGhTvDxeP4D1yS9tzkIqsnnOu1MBKj5ijNMWJHineezkblM24mQ9IL+8vhds6ooT5wXN74zAOp/j/UP7KG0bX0qgvaY56rSV7BfMi8Iyf5YiW9mlFC3OXkO+Xg6men2W58To8cH8Ry/tF6rFw61yzLBXe8w+WK4z2DcByfeLny8i8jAQCAQCgUAgEAgEAoFAIBAIIK7IyEOlZBJmeyenFGWYFSCaDRJDS1IXIvLoXnRCK0mNKXvt6Al7LSVGvXAvW0anqU7gjeDgRIIk1hlECHpojsNp6AY//6BRgl7kaB6etbRhx7Q5wccplPB7/g7b1yPH+fmrC/a5mhM8VpT0m6IJq0t8QkrjuhUREDplSTVbv9XmZ83gmIROrkdKfHSy3rLHbPN1G1FW2HhhCV+95L79c3BLwjzbCFneiitQEn6Jo8zohIqu89Av1iJJyTlNo6PTHoQTUhLswX9Rmspzxv47x4+ZskWIJrx19AzW/4v1m0wZ2drcKHdgrmu3YIrGK0xzNG9nxbaVRVSchOngAZBN9tZe/z57oZCvpd9FwREvSIrmFdzL2+so+ojEzbocpKGNPbSv2+soclfiMaCE41MHrbCUJLXvnzZlNC7tYe5ALxH4FYcsU+pjnnRGef+nPblFkROOCk71nDVszSkQ3HD26eKAkYMdR0SnBCwR9InAz5Wkjd12Ty6Cr+oxRyhysLQ2mAiXxMwTQq7jJMGHfiXBuXxzcJ8CIz+KjmBUzRoQLxoZxd3IVjtRWigumLPtGh/mMMuFZetrtVtgAB3/jyIX+4U5JGmpxswbwmrDGtt83plrsDHkQPCh2+DX2pEZR7XnCkPqJpUWN2+CnlhMb9rahVIF3p9qHI1KW21uHYQVd7P/cmB2yZSdWJqwF0KEpMTRXKkNC8URsSBfpT0MfsYSPz+K+y04NB+6PW01FA3qMHdaE2T/wSY6Ik61E9YmwJJyRTyIOelFLtZ3gV8L759e5GCCiHjyn+j948K1trOH5mzHtpz39+wk7MvW/XYjx3PwDacLprKy4OxVINrYIcGjF4lRF5GHgUAgEAgEAoFAIBAIBAKBQAARHw8DgUAgEAgEAoFAIBAIBAKBAOI5acsppZykV0raJ6ku6aEsy2xG05cTeplyrc0cgXyduUw9oE1gEmpHMKRbhu+vlMQURFQkaeMgCK48bn+zvMi0N0qkTbQtCi+WmPZFbfXqt4hOnFFmVKyOn6+RTupw2ehZu2VbSFQgSSqt2P7vQij00JxDRSYqHYRXS0yHItp0p+LQhoEOj0lkHdod0XEa00BFafFcXa/ZTODXTp03ZSQiIXFy7CdOz5oyl8lEyWWBCkTCBJJcOuWzYVvav8zSjD0qKIlbEG3Zo62SOMPGLhBB2oKIUYIk1q1pbkAR6Mw1mKf3rR8e+P5nVsdM2W0HWHHkw53bTBnZpF6dt9rSMqx/SAI9PspUtPPTdrHnGtD/TtqLxl67gLK8fYCxo579ByqZk+KDKMo5oP02p7C6ckBHGnT+SkwRKq2C/XZoh9R+silEm5SktVnbgB4lTG8y7WkIqEtEm/YEs7aSeuBibDsbmFmaaxFSmUhSc9JyrDCVg+M/EG2WBD8KTtqaHsxVord7VHgSoiIRPI82TLamROJwiX+A5xr4Oc7z076EwkrOnk6CNV2iMjopSihtTxcojrk1tt9EGystDx6T0Rm3xobstyRVJi33sFq2Tt3yOvtflHamC76et1esr1iOXRoGimuD7VcOKNadnn3WSpkNVStv9/WhIWsA15b5/rVVR8nmObDd7F9W6ql79WZ/odt0cnmAr0WpiFoOFbwzRCkSgB56HagoSbph/Jwp68KcOHWSBfNGjtlrW8B6HrtxFeuvrlpng4R50hA7BXnYq0tLtk0FR8QM075AUWvcccD3WZvQPWXXaWOG71/YZ8clA3FCj/ZO+6Jna8mulhdAcGc/93UORRttfRRBE3/DoP2jtMr2t1uGd2WinXsp4gYUTOk4WR+Iop5Biqc2CNZKUv55+n8e3I+HKaVrJf1jSW+X9LikeUkVSTeklDYk/Zak92dZNmAmskAgENgeCPsXCAR2MsIGBgKBnYqwf4FAIMB4tsjDX5L0m5Lek2WbQ8lSSrskfb+kH5T0/svXvEAgEHhJEPYvEAjsZIQNDAQCOxVh/wKBQADgfjzMsuz7nuVv5yT9m8vSosuEXJsPh5qToHa5auM7ewXuqnYVKMbLQEVw7p8mIOx/zIbXu7RrosiAsrGn9kftrzRt+/NQJgnjdstABW47tG0K8W3BtcNnnZjbNBjth1QVJakDCkyFNaDdOONHasl5R9mKKHZEeyMFVK8c1cYcZS4vnLofo7PrWL52dtSULTQsx7sNqlCSNFGx1MveBqgVegxXUhYFipMHQ2eEufMMtrX9y6TUlzrAo3IKKKZExSdVMcmqOj9z/34g5VOOWh3RHsZZrjlbs7Yyl7f2Z6rISovvGPuSKfv8/AFTttzlDlhYtBSP4gj0KSgYSlK3YhcwqaovLDBtR3mgUkzavmrMMGUrgQopqX3iOMuhbTisvTwwr9F+bYEiT3PNm6t0Ld2rM+SkuACKeWMaKPYj3AGc+gMUBB+ytPkLANoNTIvMs2uUTuRZsG1tYC6pW928r7TGeFOlvTIHapcdR628OWF/twBpb5CeJqY405ogBeML14ICJFDJiN5+oRzUMulZnbmDCuKwfnJAj7xQDgqc4D95CprUrgRcMEr5IjlrkopyHu2QrsVL2a5tIWbt0PSiKVtuWI5b3RnrStXuC+tr1n/z7G+CPsgXgIrc5LVWBIrzVRNWWf5czdnrQPF6etjSLjunJrG6lzrKw3a1fylZini367xUtOxkLRYglYmTiomUZZtDMIFAVVuS/vro9QPdqzfiqMXvtcaS3h+W5nhPTeDrDJ2wfdW4ld8/N/bYtpbtlFbb8Z8oRUYGa6o7jtVVhrHqQAdQehRJmh2zfvHZm+zF+QWWUM5Diq/OsJfiA+bKFNiUmpO264DdGNIj1v5RKgoP9P5YsZm4JEnNSXttfR+sFYfi3ivaft04aOc1zT9JKuyyDjTZWko7JEnOF5znjedMzpFS+u6U0ujT//3zKaU/TindcYnbEQgEAi87hP0LBAI7GWEDA4HATkXYv0AgENiMQTL7/tMsy9ZSSm+S9M26EKL9m5e3WYFAIPCyQNi/QCCwkxE2MBAI7FSE/QsEAoGL8Jxqy/pqtOPfkfSbWZb9aUrp/7p8TboESDKUxK6jQEO0D6IzeqH8RAfsglquR7sYAxXNXtFSzOg3JabjEkXaU1BDBSBSCy3y/ZH2BVRojzacgKLXRrVAj/YItD2HYkRoggLy6FOD3UfamoIlUWSor+n5JVZmwvs7DB+6lkL81xYhFl2SIJx+99CaKTu9zjH26y2gLhBDygk7JzrnVuob2vhgNL5taf/66XBbolIBCrXBqQikYOtRQblNYFMdtcAEFMMitOmq8gLWL4K0boJF0XXO2bIOqP3NwG8uMW+kACqqXaBSZI5aM1G5SC3dWxOV87b9pKznUYFx/jjS3mz/Bp8XZNdoX82jKp+UQRc2J4B2PM52gegs9JseRYmevwsmkRQsJYf6D/3vKvM+/7T+28sG9jLl65vpQGVn/25OkNoyzFPwaSSms+aBtryxm2lfRNuled4c5wVMyt70m92yQ6WHtBV0rZceBGnP4FOXl9hRqu1x+HR9cEyKcsjFGpyeT2uqB6qanv+cg7QP3u07kDkitUGB3aG9dWETp1Qw6w5FtFK0FLkNknCvc31Say5X7Li2V7j+vgMrpuw1k8dN2ae712D983lLPS2AgrOHQdP2ALaV/cs6OXUW+uicZU/B1s6pEqR9KZS4fgGUhRt7BidIthbsoqC1lmvz+uuMwb3A/0tO+/OLdgMnim+2yHaKFHCLkPaq47xSjR2xba0vgFPh+O+33HjWXrrX/uYjd9+A9RdXbcPykGInc8a01Xt+CubPoLxEaXP42ib40K1JSNFG33QkdSrwXQceqwlq3ZJUP2htXQ7sZ1bjvX79GnttYcymkig8zr5+vW0NWHXUUrmbU2x/X4D/hxgk8vBUSum3JH2PpLtTSuUB6wUCgcB2R9i/QCCwkxE2MBAI7FSE/QsEAoGLMEjk4fdI+hZJv5Jl2XJKaa+kn728zXrh6I9UwyTQkgp1OvmlaDiuP3LKfjluj8JphnP/5VP2NG0KLvVObrsV+zW6M2TLEp1wSyqvDvY5ultyIg9R8AMiZ5zTBEyODW31IlR6FPkJbS2t8slJc4yiJOE+XsJz+MjvCZ4U4JSaTkO6WzjM2UrkI0WfdWy+WeWK3Fd08vzk0owpmx5icYpGx57I5CGJdpb45MaLPjBwprQZw2cRTLkI28/+JZmIzJwjokORJ7TWCiB2IUk50DGhOVVcZ/vTglO+HCR8z1e8JMR2seXzdgI82diF9b9/9IgpqxRsZ+0qrGJ9QoK2FhfYAFLkGkaJOnO6ULVtTcftAHQhmkbiKD2K/PRA9o9OcyU+Ea7vgcgpiuaRF/042GmyxIIrGHl4mBUHesfsw+JpdJvtl6BfG9PEHHCq074CXdV1xCm86PkBsO1sYL9oTLfshB1BV3Ug8q5UcxYgiUONQOSvs6TIVyqt23t5Ijw9EhwBn9aNugJbT8vfY860HCGsfjQnnTWBbAoSBuIHwChLYG54c78DEZUkGNUbdiK3IGG9F+HRGYa13gL/D/ZPSTq5aDfLa2dtODRFzktSpwtziIbP06aBKPv1cxBS5Tz//mGrJLECzkLe6cCRCSuO0oOF5Qnuka8yILaX/UuZFd1wDFBv3HEM+0ARppLUpCh58OkPTIGKiKQn5+ymXt5jx3lqlN8pzpy14jgZRPMmx//C91cQgcnAJkjS+MPwrg2morGL63ehWXmwCY393P/HVuzzv2r2tCkrL/H9R0dtX2+0rK2+fdcZrP+pmo1o9KK0izP2JSJ/0oojNXbx+h8+Dvvq6200c/d+FsfB91/4rtOc4vvnQbSnOmR9xQ1nSxwesR871k5bEVLyCSXhxlwp2XmxOukZcC5+vnA/HqaU7pX0KUn/TdLdWZY1JCnLsjOSeCYFAoHAFYCwf4FAYCcjbGAgENipCPsXCAQCjGcLvX69pD+R9GZJ/yOldHdK6adSSkyeDwQCgSsHYf8CgcBORtjAQCCwUxH2LxAIBABu5GGWZR1Jf/30P3o6VPsdkn4ppXS9pM9kWfYTL0Ibt46elG9sDjHNAWVSkgobNsa4Mzw4FYEofsU1oGI6tNfh47ZdxQ17My/hNSFft/U7w0z76BdWkDjsurzMVK7WBMRdw6O2QJhEkhJQdMpL0ACP9gMU5XwLEpbP8lQn2jYJlhQgCbokZbnBx4Uoyigi4IjDIEUQmuUmFweGQh5o41MzTNHcaNqxLgPF86bxOax/tmHDyY8dnbVtgoTHEoeYkziHR/s2FIVnCePezvavl5cafbkPqucd2kQZaFtgqzz7RyI2RMVrjTlUSpiTRLHtOVRMpN0CF+Xehauwvmb/1hRNli2V45YSz2lBIu/cCAimDJ5DnCmGVf6BVxw4Zcruzw6YsqFhWOiSch+3tJf1aTvYhdrgdq60xnNtFfLgt6fsBBjdtY71s3nbVqI4ugmzwX6WVmz99Q3eK1rj9nd/4ms/bso+8OVvxvpty1BRGxJ+Z2VebB2grhZXBxcX88o9bFsbmKSszy/w0raQrSIRPCO29TRKK3b+Nqbt/EFhFPkUy36gWJiEqTfQT/CYTDAl2sMkWOC1C+71An0SQmOS7U9lyd6MrnX7mbIWkYZiy7F/UOw9E9Hm8uBWd520EUUQPFltWmenUWeK5hhQFHs1eNfxTD30wchua6vX5ywVUZKeXLEpblarlo5Kgh2StHvU3uuq4SVTdiZv9z9Jao9tjbe3be1fJpjEzrPDmM4tWj/98G4WnDuWrDhiDkTcTi2xiGIC/6kBgju3HXoC69eBYrt00t7LTSUwav/wtjsfNGX//b5bsT6l4yE/waPMr14HbdoLRrXB7+9Lx6xP9PEz9vmnnOEninLzAZse4Wf+p/8P63/6vhtNmZt2BoT8IOuQnyIC6Oh1SBuR7XNS1EG3kohVznnX6MBaaebt/Utl3gCIolxctn1CgoWSVBmxm8XqmqX9o4iQnmUPe54YJOehpK+Ear9P0vtSSjlJb7ikLQkEAoGXKcL+BQKBnYywgYFAYKci7F8gEAhcwHN+PEwp3Snp/5R06OLrsyy7/TK2KxAIBF5yhP0LBAI7GWEDA4HATkXYv0AgENiMQSIP/5MuKEs9IFdH62WGnNSt9D2aJ2BTJNrP4LfKHBXlfrRHOey4Cco4IyfhPg7tOYEKXq5th6lXcIYafjYPFN32ONO+ifZIynxIRZaQ9tGvlOjdR5Iqi5ZPQ8qKCZTuJKkxZRvQg6Hy+o8ocqRg6/1uBmp/jWl+1uo5ojjDbzrK1qhiOG7Heu5xSy+RpInDVjFtpGRDqa+tzGP9Ly4AnXLGUmnaC6yWVazZ9hdBWZIUFCWp3Vc+4DrfdvYvK0itPruSA3qIJJXWbBnRwwvQ95JDxSKKhtfXwCejlqacoxYMtC9SBR8tctqFMih7b3TsAso7G0iubhd1adqqyrXLzKWnVAb13XAvR8FuX9WmGCgdPmbKvmPmC1j/n7W/zZRVQK26BSkHJKm8CAryzvorwlzLgPaRp+eX1ARl7gJI21EqAw9tUIsdeYJtPanY/tHxV5uyobefw/rrn7CK3/kNWBjrvFg6QPHuNu217auYol48DnzWwbCtbGCWkrp9fh35eRLviTlQ22yMc/1Czc4foocTPVpiBXGivaLStqTS2mBpV4qOWjT5L2T/KwtcPwGdmfYEj7ZNDN3WMPhkzvOT/SSKMtHTJCk3YDqJwhqPPz0VCAhL4n2xPQr+P1CBJelN+4+asidXra82Oc7KtCvr0DDYK/N1R5kX1JqroPa57nDEz85bOmVlr53spMosSUPggx+vWdom+QSSlKadPzw3tpX9U05SuW9iN/n9MzkUzX6st5yXChjqHNDO2y1ewERx7YGr8ReffwXWL6zY58ofsPtfbpkNQG6/9dUIRbiPZNMDSRf8b3Mfx/9uQ4qeXbPWpzv/CL+TlRfg+0XetjXnvJOSr9y71vbJ+xbehPXHr7JqxxsP2DUpSe1VO4eQTu74+rUDkM6tZv33HqTdkaQW+NCdSWt/Kqf5WweRkQ/N2rQJpAAvSWe+ZGnLZP+7I9z+GVAcP7tkfzM5KY5orbwQDPLxcD7Lsrsu6V0DgUBgeyDsXyAQ2MkIGxgIBHYqwv4FAoHARRjk4+EvppR+R9JfSvrK0U2WZX982VoVCAQCLw+E/QsEHfm95QAAIABJREFUAjsZYQMDgcBORdi/QCAQuAiDfDz8EUk3SSrqqyHbmaSXreHMcskoJrtqdz2gqExBt7i0Z6BNgYJz06O9QtgyKfA2xznkdOicpQ20x0gt2lGwrdiw5xJQpFEBVGKOIYWyA5VZknpAUSaKo0cF7oLaMkUN5x21wAR0TFIbdKnIEM1P9GRJykE0Mqmw9jhqGvuwBRRBT9m1B9TvBKHch19xGusfOzdlysqgADiaZyrA/NqwKRuuWC7PWovDvhv29kyRcp6/X/HXndObse3sX+pKhfXNz+rNXwRcSvNckpJlnasIau+p49BmYP71CpB2waHd0FontclXTkAuCEn/ZukGUzZTsfSAa4usINmrAG0QKDqeAlrvvL22V7ADMDbDVLQn1iyd5ci5aVM2U+L6eyYsRebWibOm7C++fAfWJ4rl+lUOxRtoe6TiuvIU8JMlabftwzyoQJMCt4fGNKXYcGh7sNcvPGDV4okKI0m53aRiDcrke5zNqgN7HSgzlh21v07xedOWt5UNTLJ7pbenojI3FHUd2mtrHPw6qO/tNbQmWuB/EJVYksrLQBGEa9vD3IASqIUWNoDK7fjP9Rk7J4fmwf47ZE+ic1fomRylyP49/cKP2iJv/NBXolQaDr0zg3nVGeaHLUI6gt6wXasth+JZ79qbnV2ztLXxKqctWId0FLkRa2t6lEpBUh4opvOnra3O1XiuFSdtu24ctykedpfsniRJp5uW9nxyzd6fUgFIUs9RrB0A28r+KWUq9NGWs5KTtgDmdQ7myUZzcNpyF3y9Xt351DBt53+CcSrO8DtFb9W+U/RAlbfg0IYzoMh+8tg19kLHpeiAW9iDtBddp/uq8/aHzz1p/bfyqpP3B/q/PQKFTvtJGT0/Zjelux+9Dev/2O1/Y8p+e5UpzvSq36lCKgWHtnzbnTZtw/m6Hf9TeaZNV0dt2oIEPlVrg+1EYd4O4voeW/aPr/so1v+50g+asu4eSKWw4VD8YV/6ldd8yJT9ycJrsP7RfXZePYlXDoZBPh6+MssyTjgQCAQCVzbC/gUCgZ2MsIGBQGCnIuxfIBAIXIRBPh7+bUrplizLHr7srblUSPaktzk2eOQeJUanxNqS1IHk1D2K3HMODgprg13rCYZ0IXKwMWmftdBwkpDuA3GE+uAiMoMmnM7g1FKSci2IMipTNKEXDWKvpTGh03xJGj4HSeiLdllQEnRJKsLJvQdK7k1wAvc4OTgcKHacZ+V72WsXa87RLWD/iE2Ye0flOF57cNImwu7CxFp1Tp5INIgiBzb2OOIgtqmDYNvZv9STin0517vO3CNbR2VODmAUx6BoQopQk6TOEIjgwCnr+I0cjbA+Z0/TiiV7s6ITjntNyYr7vHXvI6asS1mwJTwlpSTUXuQKCr7ArWZGOHLw1IqNxiBT+dm5Q1h/YcGePB8csUmgO6McuVDL27HyxjrdaIUAWg0bTVMo8lgdhOTUpxbt89d6TpQoRPnTuFA0pCQ14UCbIge7Vd4s3/yGB03Zx794iymrjHNi/8aCPaV/+w1ftr/5V6/C+tUbWYhgAGwrG9jL24hAz38jcRESoassDS4Y1S/MJUldJ+izvGJ/l6Lx6lZrR5JUgCgFalN9tyO4d8qWUZS65+cVwFchwZOis6d3wK/tgOAdCaNJUh6C7Ipda6vIJ5RYxKQO9tsbP6qfHF+XkBq2XfuuZkfl8WUb5ZwHOsu6EyVWKEDkNkRJ1nv8sO1JW7+wCJHzYGcl3pdmQbFthpS1JA3BZlmGzeaj+d1Yv3jeCT9+bmwr+6csqdPH1Bga42jUCgjeLK/YaK6usye3Z2GzB5bI5G7231bX7LsGvdO1G0401gFrgDIQ5ug4IhT7JuxcO3nWbvRABrlwL7BrJELpMRdJsHP0Cdt/TWBIXAAJtoCIJHwnkFhEIzdp2585t7+6DOJwC2w/0i47BxuHSV2RcWLV+npft++IKZtbZHE/sn83zFr//9SIvY8knT9uo5yLYH8/vnIz1s8Bo65UBeaos1e+Y+9Dpuz64nlTtqvM9rM0YdfqJ/HKwTDIx8M3SfqhlNJRXcj3kCRlIVMfCAR2AML+BQKBnYywgYFAYKci7F8gEAhchEE+Hn7LZW9FIBAIvDwR9i8QCOxkhA0MBAI7FWH/AoFA4CK4Hw9TSiNZlq1nWXbsua65PE17/ugVkurTmx+tNeLQxiA5MeSldGkPRCXNZmx4/Ophrj98mkKMQUTAyfW7csjei8RRSIRFkurXWipAt2LDvsuL3H9D54B2DLQbVEGR1K7a/q8uApXYoW0XGhBiDbfyqKy0BFoT9tqyQ1vChOtehDm0qwC05/qsl9wX6gMdvTnp1Ic5RGzOlWWmLWeQiJjQcziulbwd11NrNkTcS25PY0AUzw4lDJalPfee5ehkO9s/Qtthog9KpS8vO7QxeHqyP9767YzbCdgB1kGpywawNQ1UhClLbz3R4CTKbVgUXaCCtLNFrJ/K9v5doO1QKghJaoI2SPUqSzs4cpSpWO941QOm7DOnD5uyxSVLRZKkYsWuyQMVS2+9/hbgN0p67LhtV6rxwvq2ayzF9tEVW/+xx/dh/b/3yi+Ysg1IWP0ba2/B+q+90SbcvufBa03ZmpfiYr8dl8bj1n5lVaZIrbStakPpvJ0rlb3Mm85AMKrWsRShwjWXxiRtVxvYKyRtzGzu1+GzTLtrjkPaFmD4UXoGScoBxZfETUprHm0aKLIlEGxj1iH6KrT9lhzGehv9YqASVxwqKgm+AWvNoz2TX1ZZhP3Do02D/7OxC6jojmAL0dmzMgi+OIJd7TF7bWmRr6UUHURlu2Z0AeufqduNsQYU5a7jf5GQWBcEAwYKKXkaRJHM8oOn8vmrs1aw7LsPfB6vfUXFip4NgeLQh6d4sAsrg/mvz2C72j+lTLk+0bmhMu8p1aIt74xYY7O+xopDE7vsnkiCZ296paWXStI981eZsmYbUjE4c3r5rBUMSiCO0nVEjG6fsuKQp8/b9vdKjmAn6H1kFWusPJ+oC3TqBtgvsh0XbgZpV0hw0pn6KOS3Zu3Env3Wp5akjy1ZIZX9N8/htWsNuzGUgUpbb/EL4NKiTUfz+dJBUzY5zil+VtbtYN0ydsaUHV9hwb4E4lZkq/79l1kwprHL9vUIpFg6NM19/b9MWl//H51+myl7wxjLoHx4/dIGSj+bNf3TlNK/Til9fUrpK28eKaVrUkr/IKX0UcWJTCAQuDIR9i8QCOxkhA0MBAI7FWH/AoFAAOCeMWVZ9raU0rdKeo+kN6aUJiV1JD0q6c8l/VCWZWdfnGYGAoHAi4ewf4FAYCcjbGAgENipCPsXCAQCjGcNUM+y7G5Jd79Ibblk6IxmOveWzeHsk59lBbLT77Rh26WnbIj2yEkOG1653paRMlv1ACuo5f/cUhEaM0Bbdqiczds3TFn5S5ajOGRFeS5cO2zD/q97kw3lfnzOKr1JUvkjlg5HtJ2Oo8C2fhVQdB6xtA9P7bmfni5JrTFQK9zDYeuk7NW71bIQ6keY9jf+OLeLb2aLiA5V4KhrvHb1Ontd8Xqea52H7VxLPfubB/Zw2PSpeRvOfb5uQ8lfVWa1rQ4MIqkF9g6x3HRr0c7rjb1AMdrDHK9XHNxMe5n7Q1Y1fQbb1f4RiLIuSfXD1v4NT1ubsnyGFWwLa3ZMq2dtWZdZL1LRjt/YtF0Aqwu8/tKQDftfadqbdYa5A64tW4rFrx99qyn7+Ws/jPWzhv3dm2+wFN9Hmge4/n7b/9NDdv4T5UySXjVilc0/3rSbUnKoZEMVa//PNC0V9zv3MZXsv+g1puzYOeDXSvoXez5hys7PWirHt9z7s1j/9VVLxygCH/Ez11+D9Y8uW2XuX33b75uy35/7Gqz/zdNW7e6Xzn+7KSMqlyR98YSdA90Z+/yvnLYKgJL0+glLuz5Ushv7XN1SuSSpDGkj7BNtxna0gVne+gAdSI8iSbWDkOKlDmlLOGuBll5t+zQB7XXsPkeuFxhmG3tsm0jVW5IaU5SiZjAqsCStXm2vJbFbj7ZN+wqplZOqvMR04jr4v/RMkjR8lpSVB78/PVcC2mFvgx3QrEi0dYfiDcXk1z+6zNLat05Zit3ZNbvWJyr8sHNNe7N8AfynvXb/l6TWip3DXUjRkGs6KYradrKMla2vdg3syZJ0ByzCKcibkoFPIEldhw75bNiO9i+fzzQ2ttmHKBW4T147YxnZf/7krabs4G5+J2h0wK7CRH9giVORTFftXDsGKWaaDWfsSAaZBHwd/+fVI/b5/yJ3kylzsh6oCFT4VoI+ce6fr9n6OaBdk1KxJHUgR0Rx1f5mg10yFVZBbfmwvdf+EX6nvLpq/Y/vmL4Pr324sd+U/Y/zNm3Bw+f3Yn1KsbNn2Kp4v2v2i1j/kbqdgzdX7beOP+/Z+S9JP/rqT9l7jVoP6neLr8f6e26x9nu8ZH39d+76Etb/j6s2xc5jK3avIAV6SRotPvv77laxtSQQgUAgEAgEAoFAIBAIBAKBQGDHID4eBgKBQCAQCAQCgUAgEAgEAgHEFnS1tg92D6/qZ77mLzaVfWA3U5G+f9+jpuwz+682ZUeOM5WgctzSya66w9LWXjFpw2Ml6e5vusWU/cDN95qy93/i67D+5KgN+66/1oatLhZAwlRSFVS43r3v06bsvnHbJ5L0h0uvM2WFMRs3XnyI5V6Lt1sZwOWOpcc2gN4mScMHbdhy62FLu5u8hnlHG/ts2Pdv3GGpbP9q5lux/tGSDcX2KEZEUYGoeVTwkqT6rA19r9xow8n//rVMMXzvslWBKs7bRpUdisP4mJ1rK3VLEW1nPFa1tl0rwyU7V9544/1Y/8+O2TX8itdYKt+Dpzjs/Y7xE5v+/7N54jdsf2TJpk7o3uxw4Wt2/IfKtl/q49xX191iKUaP3XvIlA1fz3KfN0zadfnEwowpy5V4Tl23jyme/Wg7eQ8qwLG7DehhrygxbSdVbbteMWFt/am91iZJUrNlt+AmUIEqVe7/Rzf2mLLhqqUnzAwxFW2yYsvfMvEIXksg2sXrD9s1KUl/um6V8eY6tl9IwVWSPl672ZR9adX+ZgFSIUjStx60FJM7yjZl1aPjlgouSXNt29YcUGnqQA+UpO66LR/ZbWl3kyUeq+8as3ax1rPz+uZxTsP10DLbxSsOye61tYMO8QzYZEWgjdV3O2qXsNVnG5YK1mSxdzy+J2XPHrRJkgobtrwxa581K7D981SIzX0ctec2ZLMo1EEt2WFtk4p0F1xVL20PKSsT7drrf6Iz0/jlScFUUg98NRoTSeoBxTmbtMauA2takvaUra9L1y7W2Ncug6+/vszXIiDFSHHU2r/eKXZgC4XBnvVTa5bKKElvqdj3ousL9pn6lYa/0i5o65WIoUJLr9q9+R30c6esqrEk7dpvF0uxaMfp7DKnwmiD/0I28dgZmzJEkg4AHXp93qaoyYPSrSRNzNj9c+UY+BQNXlMPb1gqKymQ5x372x6FuZaDdU70arEyeRsy9LzqqhO2UNJ96/a9nKjUZHskqbRsn+t1h6z/Vutw2pyfnX7YlDUzVvZ+vGl91aGC9WsrQ+zr3r7X+tUn1uy3gm89xH31A6Bi/5d1a+s9ZfEh2Cx+8uh3mbI8jL/E34A+9tSNpuybD7My+f9z7i1Y3o+narzWcuTsvAA8Z+RhSulXUkpMAg8EAoErGGH/AoHATkbYwEAgsFMR9i8QCAQ2I2XZs3+NTCn9qKQf0YUoxd+V9MEsyzh75lZvntK3SPo1SXlJv5Nl2b/q+3tZ0u9Jeo2kBUl/P8uyp57rdyv7DmaHfvynN5WNHeXnnH8tJLd+wn6NnnyUv4YXV+1X9qN/157m9ZyTh6vvgoT1b7Bfvnd9gb/m5xv2lKg5CdFkS1y/uGyPfr/8HnucXJnjINXD/9VGFNX326OT6imOfOqM2yPpfM22NbU5HGX+TnvyMHbC1l+5mo+uh87Z8T/1LnvKNfwwH51PPwiCE5/nyBUN2RPZbNWe/GV1Pubv1Wwfnv2przVlqzfzKd2uT0HC6qM2cujUm/k0evQ4RBRAt45/n428laSlD9kozTaI27TGeK0c/Et78nP0nfZEbO/fcP3Tb978/2d++dfUPH6CjxSfxuW0f0///iW3gWNpKvua9LZNZd033+E0wBatHbBzffLL9oRXkhZvtbZi+o8eNGXrb7cR1pLUmLDnV5UVENFxBF+WbrJ/mP2Cnf9LN7D9qu8CcQIQTGjuYvtz6C5bfvrrIJrzNE+zqS/bOd2ctG0tNDiaYvUgXWuv29jN99/3CWtTHv8Ru6bGHmL7WazZ/vMiB13RnD7svQvCsSU99e7DpiwH95p8lO3fiXfZPhwat/av9yWOEi1D8OnoKduA+iSfyU48acd67k7bKQUOPMSj3vWvtRfnn+DIn9kv2Of/9B//7H1Zlt3p3FHS9vMBx6t7szcc/uFNZes3ccb40oqdK4V165O1pnjydqp2ULK8XWsjT9qoMUlqT9mx6pbsbxbAz5Ok0mM2Snr19TbyO99k+1E5Z+d/7sQ5e+E4Rx619tm1UvqiFTaSI6Im8HXSmL1Xd7f18zxk99kI48Ke3XztNLBc9to9zYvcLNRh/oBPLUnN3dYvru2xdnXxNqyukRutAWp/2s5riryUhPYjD1Gioyf5XaE+A1HysH+PH+H66wdsfQhGd/eJG1/3lCk7tWLnX/GPOcw017XPes8HfuaKs3+VAwezAz/5f2wqq87z/t+CZT00Z/tpeM7Z1AFDp6xNqR3gd4r6lJ0/0w9Zn2RjH+9ppWWI/J+1a6pYY/t3/O/a8um/tfWnHmYRR/VAsGoD9o8ZJxr4pJ1GtRvsmm6Os/0ZOWnvVZq3/dd9yDIsJalw2EakPvxzwGY5yv7z7e+0LJXP3mOj6SQWIhs+actKa/z+dv5VtnwWSHYH3vME1l9q2jE4csIKwe79CPu6Z94Cc+U++/4xdI7XyvK1tg/pWUe+2+7pknTmHsscKS0NzpKYAnW8+373Hz2n/fPwnJGHWZb9TpZlb5T0bkmHJd2fUvr9lNJgMZQOUkp5Sf9O0jsk3SLp+1JK/W+Y/0DSUpZl10n6VUm//ELuGQgEAlvB5bJ/UtjAQCDw8kf4gIFAYKci7F8gEAhsxkCCKU8buZue/ue8pC9J+umU0h+8gHu/TtITWZYdybKsJekPJL2r75p3SXr/0//9IUlvSyk9a6RQIBAIXEpcJvsnhQ0MBALbAOEDBgKBnYqwf4FAIPBVPKdgSkrp/5X07ZI+LulfZln2uaf/9MspJY6FHQz7JV2c2fKkpH5FhK9ck2VZJ6W0ImlaF4x3fzt/XNKPS9LE3op+7Hs+sunvf3icaXvfu/cxU/aJG64zZU+9mkPhq0csFeGqO06aMlcwZa9NpfE9N3/SlP3+njdi/dFDlk7Yyyxtonsv0z6qr7f1f/3m3zNlD9aBXyDp3x/4BlNWHrP3z32J7198LVAx7rV93ZzhsPOhQzbs+/T99l7Dd5gpI0k6s2ZDmf/D13zAlP2Lfd+O9U/utiHe+a+9Bq8liujIcRuK3AIqr8QUy+Jhy1F59w0smPJ7hTeYsqVbLR1g16s44f7yhr22BOIq77/BCs5I0vd+x7tNWTEPghPOWvlostHVt94BginTNgmyJP3gKz+76f/f+xsev+eruIz2T7qENvBi+1ccndSZH99MZ9+4k7mQ3Q27BczutWvlsfNMW7v+gE1O/Njt1qYNX8Msn8OTdv0/tWTXf6PBVII9k3YMq2+xVI5rhpg2+F0z95iyD51/rSn75f0fMWWS9KapnzBlP3CLFZz60JFXYf2T32D7f2bc9sl5WHuS9PUHLUXw3nPWVu8ugzKApKl3Wvv/q7s+Z8pWv565ZP/13KtN2SSIqEjSt05ZwY8jLUsbee/eb8L6//A77zZlX1qzz1qnXAqSvmnU2pV3T9gk/B+8wT6TJLUzS1F53xdt2ohimWnTC0u2D8f22LF+3b6nsP4/3fMxaJO97l9f/zZbKOnxN9q+1h/jpZuwHXzATfZvbFInvn2zwN3GfvYfUtdS9Esrdpw6VaYCtWdhrIG1Wb2V/UfScaIk/MU1TlifA1+jsdvWLy07iiOy5YUNq1iSd1h7JJhSvsmmqEhOdqRuGdKWwFaTZyascpBNKPc1dk02YOpLUgGea/1GEPyb51el9jjQ7hbYVuJYw/zZvZ/Fud6x34oT/FH2Snuh19mAxRXr/y6AYIQkJRCYy4OIytrV/PyVa+wefHjCpj26Y5IFD/7lbrt/HO/Y/evNSz+F9bMu+NXW1TfYbvZvaM+wXv+WzRzF+07z+9t7bvqUKfudR+27Zs2ZEySY0lsHX8XZE/fttXP9sddZwYf8KPsvo8P2XXPlJKQdobGX9Hduf8CU/beytV8r17L/ReJWWcHO/wyuk6T8uhUHJNzy2qew/IFH7bhWj9v+632PtYkSp0h54+3WzqzfzGkn3n/4v5uyjUPWT5Ok31u5yZR9csl+a3ngDL+/vXafTYd18hb7rv/eq/8M6w8lu4d+4mpb9mPph7H+T7/WPuvHbrYifudqsClK+vpZa9f+6rh9/j+76T9i/f970vp1j6zYdBy7q/xem3ujnYP3/S5eOhAGUVt+UNLPZ1lGb59Wandw0Gruf7pBrrlQmGW/Lem3JengbeOXVlYmEAjsVFwu+yddQht4sf2r7jkY9i8QCFwqvOx9wLB/gUDgMmFb2b/pm2fC/gUCgcuKQWjLP9BvNFNKfylJLzBp7ElJF382PyCpPzTgK9eklAqSxiUtvoB7BgKBwFZwueyfFDYwEAi8/BE+YCAQ2KkI+xcIBAIXwY08TClVJA1JmkkpTeqrJyBjkjiudGu4R9L1KaWrJZ2S9L2Svr/vmrsk/ZCkz0j6Lkkfz55LHlrSubVR/du/efumMlLFkaQPvsGGvZZPWirHJAvgaP2Qbc7Rh2z3zB+y9GZJGvu4pQ3cde/XmbIhZ6TWJmw49dDDNmx66klWAFq6wz7re0/b+3/5HKvVzXzK1u9WiArDw7aWt3SeiSctFSKz7FRJUvthG6Keg65efpLVFsvn7ffz9+gHTVn+CIetT4KwINFTJClHkftwrkhUGomVqRotGyL9oRxTJEtn7bjkOvY3uxmH+DeBOjo+ZRs7m+cQ97GypRicWbUUqbvnLe1VkqrLtl0Pff6wvXCaldEfWNm8LjeAsvYMXgT7J10uG5hJqW8JlR5x1O4O276qt4Ditsa0tyP3WNrE8Dk7Tu0Vpu09sNdy1Eb32LD79hrPqRPrdgwnd9n6ex3a8qm2tQtfOmeH9/FdvP7bddsvn108bMpqp5j2nSZs/7e7dq/yaNuvGrHK7n/11PWmbHmVx3+ubNv1Z3lrP147xga4ARThTx7l5fEbB//KlJ0sWyrxbw1/I9Z/85BliH3zsKXY/LNT34b1//T47absziH7XPcsW7VaSfqmGXuvrAkK9lOsTL7ctRvD6nm7Wa3NMu3v95ZfY8purFjHhKgskjRcZLvoYdv6gJmU66O5jh7hTbkGQYrATlflPO+JbcsQUxqyvlZ5iR042mp7RVvY/zzPoDNs208+zfBp7rLVq6nU3r/nbJXEkO0M2/rlJb5/y27/Zu+S/OevnrcX1/bY5y+x+UekvG2rR1tXzpb3HF+d5lVqQFshlYskLbStrRirWDpnGVLJSNKJebsH5+BZ5dTvrltb36nbh01OX/V6dl5MlW0w3+tHHLXUrr32dMfuyxn4tJKUWx+EaPdVbFf7V+8U9dD5zemUxoZYAXypY+dUF/apmTGr4Ovh9JLNEXD1dfN4bTlv59rStH2naIKfJUnLC/b9h+xHVua0FbePWCrp3V37/pEVuctLq7avWuNwL0esOsFcpfY/fMqmx5Kk/Jo1KmRnKL2DJLUm7HPde9L69Lft5Q8gvwhpa7z1S2lf1tvWr2/WeLO5H+jMt++1/uMHVy0VWJKON+1mfUPVpuiacPw3av8Hrv0TU/bWL/wQ1n9wyaYou3nXnCn72MZhrE9zlXy9w0MLWH+e8oG8ADybNX2PpP9dF4zkxUnUVnVBIeoF4en8DT8p6aO6IFP/vizLHkop/XNJ92ZZdpek90r6QErpCV04bfneF3rfQCAQGACX1f5JYQMDgcDLGuEDBgKBnYqwf4FAIABwPx5mWfZrkn4tpfS/Zln2by/HzbMsu1vS3X1lv3DRfzckffdWf7e4nrT3rzefCDRYr0MHPkwRifbTfxdOgyU+0cy37Nf85bMcedODk7/q/OApKwp1G6WQg/v3Co4Ix5qt//BD9st9eYnr59uQnJsOqZzDssnHIOH0qj2m6Qxx5EBl2V7bHLNj2qlw/aE5ECEBEZWKc3JOyPiQC0+kS+v2dzf2cF9Xoa3VBVtWPw8JgyUJgqcocmFujhcLnejuv8qyNr7Q5L7OQZhCD0Ivcsc5yqu8bOuXVm399QMcpfbIE5sjshqrfJ304ti/p+9zyW1gEkS5OnNy+DF7ytfL2bJxJ3Kjsgg/DOO80eM50dwF43fMzt/hg5wEuDZnT873jdnGljDsV3qqYRNW/8LNf27KJnKcsJsy8D5yxJ6Q5hu8pgtP2rm+fqsNs+nW+OT9/nV7Slws2mftwAmvJLVa1lZeVbWsqI/M34b1v3wcTsRXua0/P2fTQ927cJUp647xMf3nGjZMagNCoj73xGGs/7rrnjJl//NfWhGn1OK5+vBeEMdatf13PgfhVJJeff0xU/bg39i99pFZjhz84pn9puyNB23k5NkVPmHOQZTUs2G7+oCpJxVrm591eM4L/bCbcqFOkWe8fie/YOu3R+y1efhNiSP30hkQEeEppfIitAuKus5WNzQ3mHBrvuG0H7q1B8vfixwklgb5v6DV4d6/f+wlFmaR+Lmyhl3TnmBLr2AfoFB3olRH7L1yLXvtjRN4MitsAAAgAElEQVTnsP4jK9b+1JrW/q3AO4EknGw9EpJYciYLRG/l6vb5e06UF2GhYffvYyCiJUmVZAfh0abda1ONX2vzG1sTKd6u9q/bzWl5eXO/jo+zYN7fzF9ryqplu9hOO++vXpRWP24etxFWkvSFBbunlcF/8fau2rx9V0ttO86Z8/573xqzDEx9Z+qQuFVvzLY/1Zj52B229QvrYBRP85ou1Oy13Yrtq+FT/ACNvcDyg/eio1Vm7k2X7cv+rz7FzBES3KyU7JoeHmfqXW3F1p+v28jTD6z1aw5dwPkVe+23XfegKes47yq/ft+bTdnI62xE71qNx2rpKbuGlg7aZ3pf/U1Y/8O3WGH3+8et/0/RlJL04OqlIsxdwLPRlt+aZdnHJZ1KKf29/r9nWTaATl8gEAhsP4T9CwQCOxlhAwOBwE5F2L9AIBBgPBtt+Rt0QZr+2+FvmaQwnIFA4EpF2L9AILCTETYwEAjsVIT9CwQCAcCz0ZZ/8el//8iL15xLg9TJVFrZzGfItTkUtbhueQ/dkr023+BQ/NaoDUeuLNiw5TEnbHrxFls+/RDQLhza9Ngxe6/WKLQfqMySVHnChihPPEHPuhUqNYRye7TvRaDoAcXYo81kyf5uAa4lerIkVRfs+CcQLHBFUNrwu7nB6RFEh8o7ginUBqrvJcctwLA2gY1QHeXkyvWanSskmFBJTBFtdq252TVqaQ8nWkybbk4MloidqMyS7ReiPD2D7Wz/lEmpu7lfijWHCg8J5ztA8aIkzpLUHrLXFkEcyVs/eaBdFNfgNw/zYBWX7Vo9s2Zpm2+dsWIbkjRVsPNvX2HJlF1dYNqJgPaVq9r5nxV4q60CQ2113NIrrrnNJoaWpI8dudHeHyg+Y6NMW1pZtbQxSsx//wOHsX4O6NgFhx724Sct9bm5ASJO0H+S9MGTrzVlp85bW1E4w7S7e+dvsNfC+A0BbVSSWvOWO1qCddEo8lypQHL49owtq9U5YXh72dJhiofsumg/xhzX8k1bEwbdrjYw18k0NN/XL477UloBKmkHUpkAFVYaXNyDqLySVIFUHFS/zkx2tB8ZmJrGFM/p0RNAWwP/pVhz/N8R8NUgw0MRfEJJqp6z9alPyaf07l+GMV3fz8+fQMSDaI9EBZek4jLQdh1xBRLCa03aa4+sgQqPpGZnMMGPoiO4kgM6Y5MEXzbYflLmi1wTKKJ57qwMuJ+vn7FpF4qO/0gU5ScbluJcWuH7d4a2nLZhW9o/ZUm99uY9qA70dknqAkWzBuPvUUmX5mCvqdi1+slT12B9ulfv/2fvzWJsybLzvH+fOHHGnDPvWHVr6GYPHNpk0ySbNA1RFpsSSQvWYJkW9SKYsAkYsAE/eBBNQIZhw5AN60GgbMNtSTRlWaJk0hQJiBBFtkiRFiGyBzZ7qO7qrq657pxz5pkizgk/5G2w8qxvVUXeqqx7M3P9QKPr7ox9Ysce1l4Re/3rh1QqjZzXfwKKPKVCyogKLOlLW1bEogLBmIxsgvhda9YhZSSsjv5v55692EubQWkvpsCaxfdU5/6NS3asdyGVlyR9/we+Zsp+419+O15bgZAlmGpVJY/VxhWbjug7Vl83Zb/8vBXGk6R+z25MX9q14+/ZzwrEof7uK99ryn7gWVBRlfT/PWf7ZXTZOgavQSo5SfrrV77TlP2XVz5pyv7GvT+G9a9134kwvIXzSvdHSCn9DymllTf9ezWl9N+/q60IBAKBxxBh/wKBwEVG2MBAIHBREfYvEAgEjuNtPx5K+pGqqna+8Y+qqrYl/ejpNSkQCAQeG4T9CwQCFxlhAwOBwEVF2L9AIBB4E+rEwWcppXZVVWNJSil1JfkypY8J0myetsdhzzMIsZ8sQSgvR9KrMYW42xOIehXLoGBGym5OxD3RqbtQNu3yd+KF1+0PexQRwrQNfQUh0pXD+it78Afq0pnTAVCcwbUtFmvVeNnenyhGntofKSu6FGf4DaLozJzVlYMK4XiZaIPcV8UitBUoNqt9pijMgOJw99BSLD8zYgWz1zYtxXBjyap1ecpmRDOmvm7t8fPPK45TyD/gzNm/KrNjne/zwxIdYkZL0qHid0FtmWh/3vpvAp2aVCmHd1hBlhhih0M7PK+OWS1uq7QU3X+xY6nAP/vU72D9BOkwMlALLhwFyhmkyCAFzm1QqpOkZy9tmrIX71gF6Y9dfRXrP9cGtWRAc4+NWhfUWgdP8FxrPG9tRRuedbzBtJFXQG0027ftWnjV24Bt+eGT9Sn2LVAcH1yD+s5Y/6tP23lFKRYmnioy/Oyvf+3DpqzxPmtTJWn0vFUxr4kzZQMbZaX2XDqUYpFd3XwAvlIL5uQSz6kOpM2gtA0e7WwCezLRfru3uf7CLessHl61z0oKxhL7mgUw1Lw1UcK1vXu2T7OxQ+Vtka9m64/BJ5ckEFvXBFLkeGrT9FxVZtuUHCrdDKYV1ZekHKiTFVA839jidfqdT1iK3ucHlsq72OW0M7uHdg8pxvYBKofe2wRl+XLDTqA04M0+gcN1UNqB2Up2n5Ck1yHHzheBdtpwKKbTFUcy++1xpuxfalTKe8dfNoqCx2S0bx8j79p+Isq5JOX37fyZ3rDzb+8Ojym9K5NP1b3OL3CT5+xaKW5YA9rY4uHa3Lf+33zfSZIgPZMkNUpI8UCpDBz/t71t6x9Aip72ff6BBuwV2KfOK/10AWjfMFdmTtq3l8aXbeEGNUpq5va5yCcc3+CX7ScWLe32M5tPmbLpiPf6acfO6xdu27QH1W1H2RrsyhTWxR9f+QrW/53M0pYLaGs14rH+9VvW1/tY31Kk7014rX1th1XsHxZ1Ph7+PUmfTCn9rI4+1fyEpJ97V1sRCAQCjyfC/gUCgYuMsIGBQOCiIuxfIBAIvAlv+/Gwqqr/KaX0eUkff1D031VV9Wun26xAIBB49Aj7FwgELjLCBgYCgYuKsH+BQCBwHPXku6Q/kJTr6NTlD06vOe8OUiVl4+PhuGXfiRuGCP3Olg2vHa1y/RzoGBThnTlqR42xDQcuQRWts+0oAAGdsLVjw36nXQ7bbg5J7Y+oXI7aE9C2iaLoqT0RSEG5dGjX7R3LJye1bKIiHf0u3d+WeWHfpCLd9JQZSRmLRNC8EHO4V27FYlFtS5IapLgNRTefh1B0Savv2zJll/u2AQOHd72yYOnQ+yN7beUoU7aAeksqmEWfx7q9c7xj30pteQ5nyv5VDWmydLxfSBVRYoox0R48tVGaP7TWiN7l1c9Awbd01PaoretAhf/KLsuV/vKH/rEp+9Nf+fOm7OsFLDRJjYG1Nc0r0NZdh3ZCqQxgXm7fZgXd7/3oK6as17Q/+seWWG36ky9aBeL7B5bK46XtINrg4ot87QTU0omivvw0q8KNPmOp500QkcY5LU49QcqcpFYrSRlMgfWP3DNlpGApSaPftnTy0TqkDdlkA0gUweqmNfYFXCdJ+UOz9iSdIRtYpWTSAXj7d3NUz9fBVDKSOtt2YQzX7QTy1s+kY+/V3q2XCkJiZVui/ZKfJ0nTNtjanp2/+ZD3D0oRQqmASAFe4n4ZrQA9lrM24L40WoP2M5MfU9Q0JqAAXX/7U+b0FSEDKnDupG3YaFsD9MENK7f90jarNRcTOy9nh7YDmo6vMO3aeXX1iW1TdvsNSy+WpNHAbhbP79t9+am+/U1Juj8Giikoo2acdUepeTK15TmcHftXSdM56ulsn/eUBLTbKdBLF5aZiroNdjXBWu+sMZW+fNFSLMtL1tge3LNjL0lN2KsbTWoUVtd0av/wPU/ZFC+feuGbsT69f5FNpvQOkjS6ZNu6+qyd/zslp93p3Adbtw8+jWPAetfsA0wglcEf/yarqixJv/Did5iyxhv8AlqsWmO/AHZ57LT1S79nFbvLdTtXGrvswE3uWh96Cm3qbrP/NnzGOpDLbTuv/7eXfgDrUzqSxj1rE4lKLjFF+j/9/R83ZV6KgfS682HgIVFHbfnHJP2+pL8g6cck/V5K6S+8q60IBAKBxxBh/wKBwEVG2MBAIHBREfYvEAgEjqNO5OFPS/ruqqruSlJK6ZKk35D0C6fZsHeE6UzN3eOfecernEQyP7SnLHRyOi+28A2QYAne54Cva29BRAp8eacIP4kT7s/a9jcbTsLqDE6JKJquc5+TmE5W7IkW1Z8s8Hfq3l375Z+ilLyT+2KxnuCKK/iwCcm5F21be/f5NHjvKTjNpWhCOYnQQXAig2hUSSpgClPkjRe5OIOk7U04OVv+zvtY/3BkH2x/YiMHX5/wyfNTS/ZE7VPPP2vKWs5YU+RlBToanuBKNndIVVMw5czZvzS1iZg9EZkW2CWKRvES1lPkTgHzzIvcmXbB/tD6dyIPaawpmvVaH9QuJO3OrF3LIExp4igGTBetXRiPIJrDeX6KyO7cg2iAJ3lRvD6wIkTPvWGFRV7ecU6uf9caFRIR6YKwh8RRem6U1RLMlQ17ccuJ3Gvv2LIM5h/tP5LT11u2bPNfZ1u/9Lx92B976rOm7Gf/zx/G+gSK5qmgTGIhAhIHaH3NyeV/AiG3OZwpG5hk/aVsxmNa9O1apcjpLoXYwH0kqYHCXmx/u5v1mB/kk0rsV2XAMJg5zAsCRfh7keMYZU7RfBDh44Ha7zFHPCEWc38OnFJJwRjwk8UKz5/sECLPdx3/bRHGGgSjDm7xu8onZzZK/MkVG6V9OGQHtNO1e93BHkS+tJ0o15ZdAzsHEFLliMtcf9IyVxZyOzA3BywYc2dg++XZJfubtx3/O207lJa3x5myf5olzSZzewWMnSRVyY5Vq2335OsLzAbYSiDCAE5ZlvH9x716788/8tEvYPlvv/Z+U3Z4F5gTjvkpdqwBmN0AhgQIm0rS4su2/yYgrjVzRJQS2MWte8AycfppeBUi50GEqnuXmS+zmb1/esGu6Z/42G9j/d/89H9syjInJC11rQ1NJETj7BWduzAuz1j7kb3ABoD80nzX3n+yUj/M/JVN61dXTvXJVfv8LRDX8WL6yNbOoK9mB464D8yLd4K3jTyU1PiG0XyAzZr1AoFA4Kwj7F8gELjICBsYCAQuKsL+BQKBwJtQJ/Lwn6aUfk3SP3jw739f0q+eXpMCgUDgsUHYv0AgcJERNjAQCFxUhP0LBAKBN6GO2vJ/kVL6dyV9v44YIZ+oquqXTr1l7wSNpOkcHSWbcNjvBGivnS3LMUszDvsl2kqxaLt1XsDlGxg+YUNZu/eACjFi2gQxxMqebatLe4bHgnz7mixzKCzRucs2UGkceglRzMZLtlFEr5SOxCHmMYX79+4xl+7guh0r+k2Pto7iMo42Dz3DpG9vRvRkiYVkkA7lhOgTxZPC8Te3uAGUiPWgbdfKH24/gfXHU9vX3WWbcLZ6jcPOKTk6UaS8M2FvDbwVzqL9a5RS5/7xZ/UEA6ic1qpHxUdxGuj/JufLlsNwr43pItD+gY/+kaWbfH/gGNA8f75gEaHUczi687/p7bTUffCTXsLzr9y0Cecbr1p1gf3EigMtYJ1lzljVRbHABqj/hi07gIznkztMWwNtCbTVnjgX9etgA2g7XR7THMQNfuZf/qAp87TZWru2Xe1NEIcAwQpJ6gJth+iklMRd0kPTls+cDZxVaoyP+0vlokPlASGSJvkqztYxXiFxFErl4G1KQGWF6efRdnMQQkFfy/MJYK6i/XcYnyj4Bvdq7Tv3p/UL/dfddmh/M0pFYPeEkozH0S/UKpIn2HWSADT43VkOz0VlYtGZLuTDWOyzAad9LVsEESZI+yHxWI3u230lQSoFSfrAihWXuty2E+OzWzew/gG0605u89Z4vs5JhGzejDNn/yRpno7q5eiBeU2Cc1/fsmJfR78LtwYRlieWmfb8VaAYL6zaXEzPbdtULJI02LO0Y9q/p0Nep/mONYCf+a0Pm7Jqjd+/p2BXyH/y/Oflr9qywYG9ePgk573ZeL9NBfXhtTum7It/+K1Yv9+xL/uTj9j8MD9z6+OmTOL3z2mfF2AThHgIlJ5FYh86h9/s3vLEweA3yaZdcuxv294rz+1cO9xnYZL+DWvrDmXtV2ubn5+EbJaWrDrUoSNYk+q9qtRGLbXlqqp+UdIvvru3DgQCgccfYf8CgcBFRtjAQCBwURH2LxAIBP4I7sfDlNK++Lw1SaqqqoKsnoFAIHD2EfYvEAhcZIQNDAQCFxVh/wKBQIDhfjysKtIxPSOoLJ0hORGzpCyaiMoCqo6SNLhi+RwexZaw8pQNEU6fsQo+ozWOeya1Z6J9COgdklQARSorIDx3lztw0qpH28E2yVEWBIqwR/smFWUMpYZxlpjigMqCDuOhaaOGlRy5JXrWJrS1cpQVSbGLQrkdYVh8huYAaNOgNn3UAPsD1xatiu3WELiQkpoN29lDoB10HWVaVHGEaz2KgBnrt2Axn2n7JzsHPLXM5piU4eD3HCom/S6pio8denICisuMFJgLnpNERSqmtrFPt1lBfAse4KCwE2hnynOa1sTsAFIhAL1aYmV1TEXgLMliF7gYVywVpftCfSoaMZxIQVaSBOWe2jKtt95N238TKyAtSWoD7be2/ZZUwhCS/Wi9wn1FfdB9zRql3LK+JEkV7GstEAEnVVaJ01aQX0MK1A+DM20D57oqG/CknLbtWqcUN6MVNoD5wPZ1a8feq+jV9z+IokwKxEfl9geISuf5v7RWaP17aVtImRnVqu9CLhxJh9ftWqN7dbZ4/Eqgg2dwq8KyIyVJTcuQRAXkauhsgAAvRUUOivXD62TAuD5RP0sw4IdDtl/tFvQhDHblKMNmfWssu6TgfJvT3ry8b99rnulumrIZ5deRNJnYjp3O6tPGPR/Gvf6s2r9ZUhod75eqzwagsQtpQ0pbdjjgOZWD/1VCipXXdzgVCc31wzdstw9K5zstvT/14FnX2P5Mt6z9b23bOdUY8Tzbe799gIVXoT7fHm3VtGOfKd9mo3L9w9aBGJT2mcYrvKbGe9YpImXsT730NNYn2rdn/2YDey+iEud73NfDK7Zd1at2Xiw4eyXtK+j/oQKyNOrZeU2u3mzAHXC4Y8elsWFfllov87vGBN41RhP4/rTtpFh7l2nLtSxvSunfTCn9Bw/+eyOl9Oy724xAIBB4PBH2LxAIXGSEDQwEAhcVYf8CgUDgj/C2Hw9TSv+NpP9K0k89KGpJ+nun2ahAIBB4HBD2LxAIXGSEDQwEAhcVYf8CgUDgOOoIpvw5SR+V9FlJqqrqZkrp8Q7nTpbO2igc2tjEfj8lBbeGo9TaANod0VMbjtrzLoQNbxAVyak/A4pI49BeOwMFYhckNgj0YK88P7APQArQkjRersclmDlUXqTYAUWaVJ0lKYe+2v0AqTU77ULaD9+L6DxEEfUoSoL6IGDs03FJWBBCmVfWmHe3c8/SUTaBotzKmCLRz0nGG0L8HYoV0U4quNZTlTJjVU987+zZvwrmkPesRLEHeuTEYY10gA1MCswebY5C6cGkqglKZ5LUGAEVAOjxL40vYf33te6aMqJNdRJz6Rst267mq7ZNk2eAyy2p6IFaIIwJqWJK0hQoQjB8rtjiaMP2Vb4PVEBQdZU4HUTDsV9Ep0TatLf+SW0Z7B8qgIv3hZxol06KC1JGJdop/abEKtT0/PkB79VE28Y9xUnbQLTnmjhbNrCRNGsd3yyKBXZ1qf+Z3lRf7Zd8jfzQo1LZMpp/nU1eFOT/ka+UQ3qbo3vZDmgO4VrHpxkvkf9srxtt8KSk/vPSthBorKaQ3sSjXTfBrnn2h0DKorNDvld7H9Y/UYSnTlthX7u1b5fhDOhtklSU1oGa7tlxSSd4VRgOYVw73IG3d6wT8anc0iH3x0yRnexAOaVDcfa6k4zrHM6U/Uv5TPnl4/mUJpTeRNKsXS/Flpc2ZrJKtsIWlTD3JKm5Yt8JEjgrxYDl3pv3bXlj17Z18qTDG4Y9ndLuVOtcP4cUJ/RO19rlNTlat2WT9XrpBSTp+buXTVnxsn1PazipUFaXbN6Gzft2ajegnyUpB5tG6aUkaXzJLsDxKuwf3vvrJTswnS9btffmyHMgbRHvtVy9AXT+4XUY167z/vt1OzEOG3b+EJVbYrXq8aG1v6s7TtoJfgV5aNTZJiZVVVV60PUpJSd7SCAQCJw7hP0LBAIXGWEDA4HARUXYv0AgEHgT6kQe/qOU0v8uaSWl9B9J+glJ/8fpNusdAgRT6IRV4lPWsgtJQJ3IuxZE2dFpcNXgk5cKEqG29+xvkjCKJFXQ1mLJ/mZzwPWb43rJ1acd7j86ZRmv2vu39p3IoYKSyNsoG6//6UQZowGa3P780LZrskrRKE59SJg+XvYET0icxl7nRR5S9AMm0XeGtIA81hT5sHOfE163l+zRxbW+Tdi7OWLfqoTk1g1Iwu2ZJYqoaMO8nkCEjwRRbvWm/tmzf5KJNKQICw8UjUPCQBLPVUrO3HQibygai+ZvCRESktSBMEUa/dtjDp38v8ffZ8r2BjYa0EOvZ9dEdWCjccdOEuW66PdHWL63Byfvm7asvcX9P3wCouS37XXe+KM4kxM4RCeqeMrvBKMXi7RXgAiVN9ehmOy3nJPnyRLc32oYKHfuP1qHKCma1t+6j/Wrm9YuU0Sbd/LvRYTWwNmygbNK2cBR3ZrDZBnEjShy1wnQaW/bKJHRuh0AjOaTOEyYBD8WHP8VxHEy8BOSw5whIZf8AC50olYp4X8Oz0o+2dEf7HOVGKHsMF9qRim698cfhfoUDi+h4AMJrkiOrYTIw8aADeDNPbuHVTBZWxANL0mTCfwuRfSD4JfE0WfVFHw6iJCRpGlpr31p04qotHOmjiSofzixBnTwJN8/rTrRZ2+PM2X/qkqazY9L03mn6Nq+pqWSSMRNUgaCew0QvOg9zWFP3331VVP2+c3rpuzubWaO9G7VY8msrpNRk/a2bOjq4dMw/xzBpIXXbNlow5Z5/ldJLB1iMzr3p4h6EgHxom4PQFyp+7wtK3vcfhKc8sRlJ2u019iyMVEvJTVuWb/cY1nURWvfGvD9p7mviWU1a9prHZITMuI6N2197/19estGWYqYi+9yhKGHt32jqarqf04p/ZCkPUkfkvRXq6r69VNvWSAQCDxihP0LBAIXGWEDA4HARUXYv0AgEDgO9+NhSulvSvr7VVX97gNDGcYyEAhcCIT9CwQCFxlhAwOBwEVF2L9AIBBgvFXk4dck/fWU0jVJ/1DSP6iq6nPvTbPeGapG0rRz/NHKLtM+Ols2xneWQyi+Q/nJkPZsu7W7zSHz/Vcg4eeBjTstFpyEs0SHASqIlzCaaIcZUJk9wREKUfZoUwSiqM2g/R7thoRw6NrMaT8mDIew++EG1+9sUv/jpUiRo4T3+QFTnMbL9ZKTexQrahcl8i2vcF9323atEEWZqDSSNChsjPn7rttY8Ne/dgPrw7LE+UNUWEnqzFMM35rxdGbtnxJQvJ1YeKKCExXeGVIUp+hsw/pz7OfwCiRcBopN657DZYWfbTUt7eGjC5YeI0lbpaWCfql/zZT9wcAmdvdAqRyYni9NYa8gKggmppfUug83g7EisRJJ6ty29bt369t0pM06XkV+QNcC7Q5o0xLvwTQvkYospkMSFXkE9BqJ6UBkf0pHcKWzadtFVOZOh3knqbJzlWinLUewxRuXt8DZtIFJmrXn/D9HsI1EdIoe+AROeheiw1JZ0XfSnsBeT3PaE/GpYE2QYJ0nGNg6qGc/PPtP/UJ96oF8NUqR4AreUTqcRUg75NGuoa0Z0I6Ly2y/2zetYSQRJ8lJB7JrL6b9T5K271ohg3zBvldcX7OpZCTp5pblc2ZAW5464hgLSzZ1xsFta5OafX7XIW02oihPQJhAkhKkONrctPevHMGCTqdeKoM34UzavzRpqPHS8ffKrO3sCRu2fDACERCgjEtSDrTlyYq1NcWuTeUiSS/0LMdzaw/eKZw1cQhpVwijW5y2pg3iZNkA3okcwRGiHY/X7fM3nDWFezKYqva2I1gFghuUCswTAdlftH3dp1QyTtoI8rXcvQKEpIgOncP7t8TpIDLI5pONnffnRdvZnS1rf8ZAO5ekpZdsuyiVTjbk9mOKHhj/hpNdoQVCQGW//l7rib49LFzBlKqq/kZVVd8n6QckbUn62ZTSl1NKfzWl9MF3tRWBQCDwGCHsXyAQuMgIGxgIBC4qwv4FAoEA423VlquqeqWqqv+xqqqPSvpLOpKt//KptywQCAQeMcL+BQKBi4ywgYFA4KIi7F8gEAgcx9sSWVJKuaQflvQXJf2gpH8h6b895Xa962g4tNcJKBO39mwoq0cbbuxSiDLQs0Bp9+heQHGB8FqPtkIUFaLItHccBTSgcqXSPlPGAmhI8c4hbNjrP1a8rUfFkaRpm9SmbZlHOy+Atrb+RXvt/W/H6qLv76iqJyF1tLMLz+WEfZOyIIW9u2pNwHyksOlWj+kdM4hHJ7W7POOxWshtPPZ659CUvepQLEityqPjE4ii+3Y4i/YvzWw6AY9KSbR5ohh7tDGiyNP8J3qlB6SNLTMVoXvLsStzIHqyJH1u70lTNizsovjavqP217JrhbRyq12mHaPaLhiA8j4rQPdAra5YACqhQ4UgKi6uE8dTaI7suHh7Fa1Voj0TvVjitpKt9OgZ5Rql86h5H0nde/Z3J8vQ/yw2ryZQbOheW6+vYP1LMIZToJO3DnmtHF5527NixJmzgSmpmptrGcxTSSr7oHYIl+bgE0rScMMOANX3qLwzsL94/wG3n1LMlEC7nmVsJ4liTevUTUUAtLUJKEO3d7j9DXJWiDbtmHnyCch+TNl8qgGuyrQFbXJom6wg79HDSEWabLVjP6kN4JPd2bX0Zolpu+Sr7czYgNFYkTLslRVWi78NtOlLfev/vXiHeYOkGEsK0HIooqPbjmF+G5w1+1dlUjFHHa5yJ5fRCNRiZZ0S752gathrqy3peRsAACAASURBVDbca4/9nxdL61e978Y9U/bSPVCalbN+6f1h5vivUD8neu0zsHlLql6z7Zpt2I06veEYINi/E6x/sjOS1L4Pth5+0/NJGpftc81uW4r5tMM2bQrvBV7amM49e+3+++0AVECFl9jW5NZ8uCkqWpAipIAUF63t+n5Sawf2P2bI8x4GS2W07n2rgHROkHbM23+8PfRh8VaCKT8k6ccl/duSfl/Sz0v6yaqqYLgCgUDg/CDsXyAQuMgIGxgIBC4qwv4FAoEA460iD/9rSX9f0n9eVdXWe9SeQCAQeBwQ9i8QCFxkhA0MBAIXFWH/AoFAAOB+PKyq6t96Lxty2vCoTAnoJGWX1Nr4d8s+8UZt0bTjqS0BbQVkyTr3Hd4wPRZFbTu0wwzUkgXKStmYqahEsc7v27DtCYQHH90LioiKAmMiCZ+VxoroOd69SK1p6oR9734AFJDXWS2z+Zs2dH3WtM/l0l6oGPovc8LGaWISxbF6nZXR9vq2X3qX7CFsMWGz0rts/a/ff8Wq2DacqHEaK+qTNoSSS7KP/xZM2rNs/6qGpY6SKrok5LgjPZ6oXJKaQ0gxAArw+9cdBcWaY9q6ChLEkipQoOy3rP1ZJFk2SX964w9N2c8X32PK7g6YCjacEO/EFn3Xd7yA9Z977UOmrITl17nL9o/ohJ0tGD9HLZnoMLRVtCE9h8TjP3HUzunak1A8cb3S9sVblUZrtqwNys4taKckZZSOBPZvUss+uj9dC3v9LV4rSHGEvqJUBEc/wMUezqoNrBrWXyBVX4n3elJbLiC9jeSnCJmHN6fpXq09SBsz4fVH6WAysL8NmDuSNG3Z+1Nbk+MAU4oCWv+dbcf/Bio+0c68tDN1+790/Dd6rmLNbkqpy/53Salovs7Gltp6ErVN3Kup/QXvFdMpXJuB2vMBt39/GyiqmW3TnR3eK6mt2yNL+yxHvNaa0H6iKC9dY9r08CucDsLDWbV/UqVqbq7kS/xOUuzYd5IK+rThqLpOQIW4s27l0se3+J0i27Rz7cXyiinL9/mlgKiYnbv22ulHOVh0dh/S2YwgvcAO065pT33qmn3PufeV61i9Cc3qj237h5ed91egOFMqlOFVx39rwF4DrrJHeyafrLXP9xqtUToxoGgvsQPXBBXs/MBe56a4IPsL1xG9WmI6PGbdcPYk2sPou8zMoajnkKIokU10GuCn03g4PFwSnEAgEAgEAoFAIBAIBAKBQCBw7vG2gilnEsl+0fUSZmOUHlzW2uWTRxIMoS/MZZe/02JEB55Qcn0SQsidhOkEinKcgOBImvLnfDq5p0/SFM0k8Sk3RXNkTuQgRa5gEn3n5J8O1Elwpv8q9//gmm1Af4GjnPKBPVIgIQl8JnHkC/Wrl7CW0Llv64/X+dpZz64BimiYzbivXt+yJ7/TgTVBlSOYUiyCOA/M9dqRN+/uQcxjhfl57dmv7Q9Ccux92zF06icJT7nKNoy/Ux2jSQEzJ+G1ICLyen/XlH3xkE9+/7PLnzRlv9n9ZlNWzNj+7Y3smqbIkZd3IexNfEg4ukqZ4bG6+q+BrabIbU/EA6LkKEq/6HP/kzgBCYNIHP1IkZMZB0mgOAmJ8+TOXPWEUMx1TuQPRe/iWnGifClKiwQzKAm4JOUQETkAm9jY8sQ1Ti4YdW7gJFHPRnaxVA07KQcbvKetftVO1vGqE+YL6Gw5YbJzoAhByRGnAsGSziYb2tEKRINAYnoSFpB4/dP89YTN6He9KEu8P0VuQmL81i7b7xJ0GBoL1lCkO044yDVr7IoFfq3KIKIpFWDTnLey1Kk3V0gYRZImE9sHo03bAdkSG8Dp0DZsZcOG/uy+soz1sw27Vja3IfKLomnE9js7sM/0XVdfw/q/+9lVLD93qJLSfPSgEznc3LH9V162He35X50bNspzNLQ+JUZISWrtQJTdgl2/+T7Xx/c3EJaYOmyodk1xkmqB7ef+N9l7fUt/z5TdE/uftNbzg/oicuQrYeCZE41W7NmHXQKfpljk+9P3CxLRO2qCnWv5HjD3YP+RvIjA+i9xxD6YF1aTfHGaChiZyFx0/F9kv9ZkjkrSwiu2bATaUsTwkfhbzztBRB4GAoFAIBAIBAKBQCAQCAQCAUR8PAwEAoFAIBAIBAKBQCAQCAQCiEdCW04prUn6h5KekfSypB+rqsqkLk8pTSV94cE/X62q6t+p9fvTSvne8dBrj/ZLtGOi4noJt2eUcBpoF1Ogh0hSqybFmOgpktTesSHmk0VLm2kOmPKACTtPQhuGfhlctmHr+T7fn6KpG4XtExoniYVQmtCn2ZDvn/VhXCA62qPStXaB9vsFTsy8Am2Ytok2xPeqKw7jzZXJiv2B7h37A2WP52RV2h+eAB1gOua5nmCwM6BCTx2KxCyrR4edObmN0wno3KeNU7WBFVPcCUSx9ML2CUQ78+Yf1qesDSQ45dBOSNyjAfPs5X3m4neu2AZ8uH/blH329pNYn0CCHffuLuG1y0BxICpbusQGqP05EGGC+e9SVqH/mzbfuTsnyFaN1h2K1GG9OeklvKaEz0QxnjriYC3LJlIGKUY8+0v7Is3Vssv3z+H5958CcYlN5/7QL5QixROHeyuBqPcap2n/0rRSvn98ED3BNPLfaE7kjgjOZNnaJfIfiZ4uSam015YggoLCUg7qpoKQpM42+CQg7ucJlpBfRlS2CVCpJal7D/xX6FMvFQ/tNTT/fSqaLWu1bQfORtbOSlIBVGCPIsopdiAJv0PxrOBeCdo6HLAD1O1ZYzkFivYMBDOO/gC0PRBcqPL6flbWtPNv5ryWkq9Bc/0Lm9ew/ujqCRbGKeO034E1l04oa/L6GS9C+ciO/8Z1UKaQlMH8vf1V6+uUPSdtFEy1zm07/l7KEUx7AukBSkfwhHyNFoioFW1+f8xfsIZl+0NWHGbwNM+91ia8/1EqA8cnorQp5H8svuSk3flW+1wlpdI6wdIheq/EY0X+W2/HoUiDECbNnyYIhkmcjo3eqclPk6Txim1XG4TAsqHz/DAFaV733+D6BehQsa/u7B/OuDwsHlXk4V+R9Mmqqj4g6ZMP/k0YVlX1HQ/+V89oBgKBwOOPsIGBQOCiIuxfIBC4qAj7FwgEziwe1cfDPyPp5x78989J+rOPqB2BQCDwKBA2MBAIXFSE/QsEAhcVYf8CgcCZxaNSW75SVdUtSaqq6lZK6bJzXSel9GlJpaS/VlXVP657gzQ9Hro663DYbkGhrIDWTv243fzAxqKO1usr8BGV2FMrzvfqUQQ82s54xbaLQoEdJgaGwtZVBZakDOjUZc+OSdOhHRPFhugNngIeKfMSlbqzyf3Xv2nLD6/yN3mi01G/erQzor2M1iBEH8LeJaZ4oAqrtyRIWBvUlpNDkUhAcZkVQMWZcP+RiiupVXtqqeb5Hy2L+VRt4Pwanjpq70RHIGFSr0+p/5G27PQ10s5g/U732X6Wi/aHn+jumLK2w+X75YNvM2VPt+6bsoUO04ZvvmFVlJdg+rf73IHjFUt7mS3ZtuaZk3YBfpYelZSOJWl4CdI+ABXCo6IT7aJwlJ27d6FdYJY9iqGXOmIeHsWHQPO6s8N9PUG1d0jb4dj//k2g+MHzEz1HYsVF6v8S9kTv2keIU7V/nr8zjxn4JS1IsUJKkZKTtgF+k+4jeWkboL6zJlp7QDsGKvZ4rb6rTylmiN4tsbIjdZVHpRqv2nZRegCySRL3/7QNVHRHAZOGZe/Q8ssyr/v27R+Qniz29WYdsL+b3NfZnu3YogFcOMdXH8pe+9SVLVN2bx8UkCUN3rDlW3cgHYejCl0e2E2ot27zAZSO/0cgiuq9V1lVeem6VQZ+hDg1+5dKqXPn+FyZXanfsGwA71TOtd+9YSVgf2nBPopHxUf/AdSS8z0nFQmkkzh8wtYnerDE+z/uqXtMe5592BqmVzbt/Gs6CuazHat2PoIMO14qE3p/JQX57r36Lzv0/umlvaG9yrP1pCKNv+nQa0nFmZ4/Gzu+8hjmNfgJPfBT3fq4/3N9mleYds1JkTJehX0R/E83bc27jFP7eJhS+g1JV+FPP32Cn3mqqqqbKaX3SfrnKaUvVFX1ded+PynpJyWp01o+cXsDgUDg3cR7aQPfbP9afXaeA4FA4L3Co7J/nXb4f4FA4NHiUdm/5nL4f4FA4HRxah8Pq6r6uPe3lNKdlNK1Bycu1yTht96qqm4++P8XU0q/JemjkvDjYVVVn5D0CUlaWnii0tzXa09wo270EUXDSVIJET0t+HJOX82l+kksPcGWcsGe5mUj+zl8cJVPTigJPUWZ9G7x0e14zR6JNw8oCbcT+blYL0yETqMljtJswNf8ss/jjwlzdyHyYOpEc8C4dG3gkiRptGp/o7sJ0ShOlMIUhpCu9aJE8/1615JggySlZegXCNOsnITbJFqUbttE5AmiGSWpCYInlBy4curPX3sSYY+HwXtpA99s//obN6r5KNfhqiPYdGDn33AdEuY7gddUPlmEaF5PcAmSsE/bZJOcOTG0bZ3BpN4tOOH9b93/kCn7xPv+X1P2v1I4sqTOkg2Hm7XsQm060bhkVhZW7dHjwX0O50ObALu6F3lIybkpGjmDCCOJ7SedxkrcVuxWL8od7kWCP17kD53IU+TjYMOJMoPfpX71+pqelZJoe3tdC06ZC7B/9EyPAo/K/i0tPlHNmwDykyQWLKHINe80v71tI0rKPkTT5TynRuv2WtrT2040LAqm0fp35hT5peQre9EUuCZO4JOQ/9so3/3IiYKD6TAapLFp54obtUtRWo79ob0yldBXTcfW1s13D78pSQ2IcqQow8Etp7MIFCXYcjoA9vqypDBVrk5CBDQvO3fYAB4evreHCo/K/nWv3ajm59r4JvsPyPJYsOO3N+LQ53/++gdNWbZufaLqFvtftP9xNDFWR5D9yy0Z5cHF9eo3QERGkr75w1Zc7/l/9Ywpy97HgjNrn7MNuPO9xAZx3j8hoLEANs7ia47/DWu1gr3Cs3+pAnEqRxyMohRJXGt42alP78UUze2I4yKjEvYfx9VHvy4Rc8rZvwp4LyLk8E4mSc3DWtXxm45Un41RF48q5+GvSPrLD/77L0v65fkLUkqrKaX2g//ekPT9kp57z1oYCAQCp4ewgYFA4KIi7F8gELioCPsXCATOLB7Vx8O/JumHUkpfk/RDD/6tlNJ3pZT+1oNrvlnSp1NKfyjpN3WU7yEMZyAQOA8IGxgIBC4qwv4FAoGLirB/gUDgzOKREFyqqtqU9INQ/mlJ/+GD//5dSR95yBsozSfNdEI2KRS2eUi02/rfWWdtG0vv0Ubo/kSRaUzqh5yWC/b+lARc4lDiRgFUni5PFRQyQXqWQ8UF2jEnLMfqKnrEsbZFHu2ytQe0HRgr7/4kOEFUUEkqu3ZcKMTbp+3UTJjqUNynkHAfaU+Zs1YO7RwoM/usKefnnwFtJX/ahvNXX2PaDFFUMqAtEhVDsnSiuiyg08Bp2sBGWal/5/jEHG7w+h0v16PS73wT89aIIpkDvZwoq159pMg5g9U8sH/4vXvPmLKr/T2sf1jahu3A9N0dMu3m6XWbcP6NatGUUbJ5SVqCRNirC5afMP30CtantUpUfi89R2vXlhFFpeUkuyaKes4MHRR3QSqzR3uGRNxEW/bEKdq70Ffwmy7tEOwq9XXnfv2+msFcd2nHIBhD4mRNh7Yy6T9Ki3ccp+4DzoHoyRILgRC9KXPSzlA6FqI9NwdOfZh/kwUSAeP65KudBOT/VbAmJwuOCNBtayyKvu2T3El7QGtqAilm2pBKRpIK6Kvhui0bPMu8u3wTBE8glQMJc0jSDCjG5BNKTL1sTOqnHZj17Fg39oD27tCey2R5d9OJHavskMe6XLEPlkBEwKMtJxBSmezbydZwaNckJEBCQo77i339qHCq9q+ydNYmpCySpGKNFJts0cEbIIzjXFvB+LcPvfdfEoyw1xIVV5KatC7h0pOsSRIsW3iJ18T3/omXTNkrm8+asmHG/l8JbmUCU+WlQhldqjd+5HtJUtqEFDvwTumleKL9Q06KoQy+YdC7QgH3P7oX/Wa96yTnXRu2FTdtzH69fiFhu6P727IcqMheKjtsK1Gp3RRRWPzQeFSRh4FAIBAIBAKBQCAQCAQCgUDgMUd8PAwEAoFAIBAIBAKBQCAQCAQCiMdEl+/dRpLmFHeIyitJ2RholxD33hxyzOd4BWgPEDbqhv2SWg9QkTwF3gQUV6JteVQwoi12toF26ITSTkFtmijWRA+TmHZWAhW5vcVx50RHpj71QnmJdkbh1R7taP8JO/4Uii0xRSmHEG1PrYrCjqnMU4Yk2sdkCeZalydLGtg19OHrd0zZF756A+tTqxodG6M/c2grUwjRplDyKTNM1ZinXr77oo6PBdK0Ur53vF89+zFZJNpefSonrRWml3J9XqtwoUeFByrAvT1LEfnQCooZanNkVQi/ML5myhY6wBmV9PyL9tq1PdsnBz1eU7OWXVOkgNm740xWKM5hTZQ9h8tRU62V0ktIrHbvqb0RxZYaMNrgey28Aek0iLbhLOy6FGUvRQXuNbSuHPtL64L6yrs/jQH1qUeb4f4/f6hSMuuKFIQl4fw/SYoYHH+i8nnLD+YfUvGBXi1JJVCEKe1De5tpuwfXLW8vB1+H2iRJkyWgvcKc9nwSWhNEZfaoZAK1z+EV21dr1yA/g6S97XVTlgPFswA/SWK/mvYk79oKKH5kf4/+AL9JrMUTLPO0ZQ0oUbElqdGzBrCxY52tEqj8ktToEx+T0vY4/i81i/Y/8HMlKcG9zivm+8p9duhrUpBtbfGYTtbspG6B2nXZd95JgM6cgauVps6eRmmLYJ8uu1id/VKyyU7ahb/9me83ZStDe13nPre/BAX09pa91nunaW3BuzIoSw/X6r8Tkq0vnJQnpLbsfWvAdEQA8ikltpWkzD6F9GASv6uwTeZ2kV2iFGNI5Rbbrxak0qE+lYS2Eu/j5G2gvfqdICIPA4FAIBAIBAKBQCAQCAQCgQAiPh4GAoFAIBAIBAKBQCAQCAQCAcQ5pS1XJnbfo6KQCnCC8FSih0hMhx2vWiqARxvMQZnXDVsFZPOq0h6c3+xs1qMNU8ivB+pTj/ZCtPHJIqhVO6HMrT37/BQePXFo676y8XGUQM+WWNnyJBR1pOM40ckZKC6SsnMBaoVSfbW/zuvMuxlv2L6eoVwzVsfy0R1LG9UKU1SXXgRlSFJgZoapRivH+4WUTs8DZs2GRpePD3bmpF0g2hOpfXpUSgLR1oieJknTLtBOxkDbcO5VLNkH6OeWt7JbMO/jQ8uWzvzC+Iop2zlk3ksCZUGyVf1V4LJIGl2ye8V1UFveWlrG+kTbp1QIHm15DCLO3Xv1qEASU6Q9egqtN6JIjpyFSXRcsqlk5ySpe9/ei9J2NDy1YlgXpIxarnl7fT2KEikwSlIGi5DGpbXPa320ek4NHmGuW8nPkKRpx44/2TpPAZFSxEyW7G+29upLHSIV1Rk6THtzAl+tvQOWFX4TKWNyVKjJ/fAUzGH+jpftw5Kf49UvFu2125uLWL8Faq1EG/Zo53St4+ojpou2/7N9h3Y3tR1L9sejqFZIu4Myx3+aDEHZuQvj4lBMp2P7XKTAnEp+LSXFXBDrde2/t4edR8zPi2mb129r147VeMOOadlz6m+DsjxQkT3aMi0sWmukSiux2vq80rQkTYEefPS79RR4CycVyMKX7WQjKrVHZW2CW4g2BXwyqT4VeLLorMk2KLjDO7FnU2iv8tOj1PPfvBRj9K6N78+u2rr9wwT2Go/2mx/YiUH+g7dXlbvga0Jfe/1Has20WOg7gSQ1pkFbDgQCgUAgEAgEAoFAIBAIBALvAc5l5GGqpDQ6fszU2oHjCEnTDh3dQZHzNboFJ7eDKzaahE4zJKlRwCkPRDm2tzjhNdUfXLGfqJt0Qiw+zSNxGO/kPd+zP0AJS73IQUwYXlPERpJKiLLzxG0I9OWfIve8aML2LkTOrPAX/sLqIKizBdEkzlyhKEuaK564RX5gy4ZXIEqp7/wADEE5g9MUEFaRpNkiZTK2Rc0rnPF62rZRihRlRSdUD1p27F8niaY7S0hVZSJtRmtOwuuleie3XhJkEhyaLNuyNogwSVI2hGguOGHLtnmronXZgcjD5+9fxvo3bjxvyr50YEVQhgccznD50p69NrehY8NDjuZtwfP/a2tvmLLf6F3H+hlEDtOa8GxCuQDRcC/UFyw4UUQ6/MYIovRaIDgjcUReA7ZF2tMkbitHLjrPChE5kyVb1gabLjkRDRB47fUp2Ss6pfYiz8+rQJRBskwPz/+giDhiGXiCHxT5gVFqzu3riuh464+iKYjlUvTZfk7b9eIHvP7LKMoHftOL3EPBFPDJSqedFLnce8MOSrnN9nv4lDUgTdhrKgpxEzM3Zrmz0OhVo7DPNe2xse69bn9gvFp/USfy4elW3pRownsBRUnDdUcXw1hn9lra0yS2dSTkOAMRLcnfA88dKrsvesGwFM2UDSAa2xtSmCsUTdcEP0di5glFQ3rvX/yuDtc5XzrqilA2HRHMuoIjXoQgCbmQT9Hf5/pjEDIhhkMJfoYk5ftgq2FNevYbReS8a8lXg26lPpU4yh+jJE/wrSA/hG8NTuQjAYUEPeYg+I91BXMlZt6QuFix8N581ovIw0AgEAgEAoFAIBAIBAKBQCCAiI+HgUAgEAgEAoFAIBAIBAKBQABxLmnLVZKq9vE44WKJaWMkJFIBRcQT1pi17PfXzjYkQXaETSjEFKlUHYcKCvenUFwvYfh4xd6fEoN6Ii70u8Wi/U0vFJhoKxR2TlRoSSpA3CXftz9A4b0Sj2tzeAIqCPyu11dlD8qA9km0Q4mTsxYghHASikEJFJmq4/wAFH/1dSsuUfV4rqcckvPu2LkyAyq0xNQpGtcxJKyXfOrtuUPlh77Po71jrxtcBpsGwkqSlAOdowAqRQuoFJJ0ALaWaF+NgrkAxYod1FZmy/YHrEIxBI70QtNy8aqS59QuCKk0YJ1fWmfeyf5ztv7Lh+umzEsYThRHojd4VFhKjk/CIM0R39+j+BKQekTiFI5XgsnF4Te9hNNER/XElQhEPcIk/J64AlFUiPbjsY7h/rT/eUJQ+Qn2tbOMVEmNuaThs5w7ZUpCaNBNnv9Xgv/VAv/LA1K8iMp1yJsX+YUoAuimzQGKNNQ/CcgnnEI/efdffBWE2Rw7Q2uFRKTctDtL1gBUQFv2qLQ4Kzz/iwSjQHBiss6DRbaKaOOeuEUF+yqVydlrNYQHQIq+U38CFO0xrB9nrtIcJv/bGyuiiJ5LJLsuvFQe9AWA3G+inEos+EUUX29PK9fsD0+3rU9GfqrEQiSTRbjWmZJE8SV4qaQo7UgDBIPId5Gk8Uo9W03vjhL7ddRWSlklnWBNOONH689716Z3BaL9eumk6oqbeqibDsRLEUJ2rQXfSgpHXBd/klLROGm3Esw1mite+93nekhE5GEgEAgEAoFAIBAIBAKBQCAQQMTHw0AgEAgEAoFAIBAIBAKBQCCAOJe0ZaWkKjv+XZQoSxLTJoh26tJGQAWOftOjTRAVs7UDMeZOfU/ZaB75DvOzxsv1aC+Zo2BcgopfcwCqwD0O5U1A/GhtWy7G8Aqr5ZGyFVK5gcoscVsFtGtv/ObpUZLU2cZL1dq3MnCkduaF2DempGJYT61Wcih+oKzmsXuRjkwR1jNnrkI4P1JUnUlN4dwjCvt3aEPzXVV37Zw1pFmlbHh8rBpTNvWobAkUifYu34vmFFFBvPU3WYH6e0DlWnPW77K1FZd7liJ8d3sR6/eBC/bZrRv2QocxMR7YNU0ZJj5+3ao6S9IvtqwK9BdfesKUeUwIon1M4VE9tcD8gCg2YJMdKuZoxY4VpWKQPIqLvY5o75LUBGVVov0WQLuWOHUGUZw9ilUT5nUCm0xUJEnq3gc6J2xrHr2kd8921hj63027cTFYy1JVKZXH+7rssARrG3wt8lUaBc//RHsd0Z4dKn0Oa4J81eRMymIBqPiUosBTgAT/JcHGWDX4/uQ/ka9UQsqVo5tRigSggmW8f1GKg/Fy/VQwxVctF6xYIv/fSZuxatvavcltJb+kOAHFklSEKUVBKr28CVxs6jv+G4WaNIbgk3r+HyhWN0b141fIX6M+9Si22QUKlZk3F+78hflHtO98z3t/hUK4lOjNklT2IG0R7IklpGeSpGIBiy08KizNFbiVl/ZlCu/KtCZLx6ehfWEK/gO953ntonfKaz/6KtZ/9XeeMmWU9sajd9M7mZfKht41aK9oOt8aWrt2r6a0HZR2TuKxojYR7VySSsh8RO2nPVWSBpfsXKcUd957KbWfqOBeijpvD39YXCBzGggEAoFAIBAIBAKBQCAQCAROgvh4GAgEAoFAIBAIBAKBQCAQCAQQ55O23Eia9o7HU+cO7bhYsGGvnU0by+zSjoEiO9ywZe1dDiUlKtZkGcJboU0SKxtT2OpklWm/RBujEGnv+UmtkOhhntoyhYhXTaDSOqHQrX3oV6CdT5aY90e0m6IP39SdsHGiuHvKhi1QDBut29/t3uf6FA4/XoWwaUetiULPx2v2ugYo4EmSNkCZECgqRE+RJBXEe7FFWZM7kCgSzUG96ySgOJ1T2nKVkrFLE4c20QYRYFJwpPB4ieckrdUhhOxLwrVKCmQrT+9g9XFhf/dSx0rLNXOeUzuF5WiPS2grKEVK0vrVPVM2fM7yGz69ZekhHtK2ncAuFR/sagso5p5aINH+uvctPWQC6S28drlqcfQMxNpz2kopKvA+LGyNdGRaF02n/ePlehThzrajDEkUQ3rWBtenvW60Cik6nLXqqdCfO6RkfAhPqbFYBIoyUMHIT5SYYk5j6lHpu/essS27Tt4RANM2IZULpDfwyhvgPzac+qiiTP5j5lFpFMyj2gAAIABJREFUoa8hFc4UqHQSU9y694lKx7cnii8p0GN6GbGvNGs59g/uhTbRE/uEedUc2ouLRd4sGrCHUdqYaYfb39y1a6BcgbwRDm05eSrO89c5ysA412GsxpAKRfLpzOcNqbI+3OBJnhMZzJ9sVF8Bd7Js/9AGV83zydtb9eYkUWklVjGekoKwN/WIouzs/3Xr0zz15mQH3vWaI/hNsJOSk7YFKN7/xsaLWP/WnvVLaa/0fCJMReOsX0znBvuC964/7Vr7Q986fLXheik+Js5enYH98NLhIeBnkbbupPg40bw8hfrzuCDeZCAQCAQCgUAgEAgEAoFAIBA4Kc5n5CEkzHYC5zDheYLk2NMFPjqhL8f0NZuiDiSpgtNESoxJ0YiS1Nqzn/kpGmWyxO2nyCE6DWh4SZgB+DUdhGUkFmIpFuyztiGxqMRf6Rt0wulEDk5WbL/Q+M1OsFImi15ycxIMofpOlOUeRUTQdU67luiU0V7n5VUt4ER5NrAd0xg4URqLMFchOXPDibyh6NcWRBSPIEJIgnV1TiMP1bDrwjsNJGRwmuvN/xJOCTHyyQs8hlNaiibdvrnMPwD1f7/5tClb6sFEl/R7t+zJa79to4GSk0R5pWs7iwLkvvrqVazfhmu7t+GElPWulENfUZSMl4SZbPX+DTvYXjQbnWZ69o+iF0jIxYtyoH2RrvWiFGgO0mmyl5ycIn8GlyEa0ekraut4zd6rveVE+cKJemfbLgBak5IffXfuUFVG4KRzjxfQtANRbhBN4PkvhPzATpThOu+Jk0XrAKAwkCPYQkpKFE1IESIeyCZPQJhFkprgKzZHICJ3n8O+Blft80+g/e1dT8bNYngZ9qR9L3LGluX7tv54zQv9tkWe4FIFEVW0f5EIydEPQBGwPChyTJKm3XriUB5zhCIqUxseYM8RZwO/nN6LKBpeYnErsomTFW5/9+55dfgAc10wI7FDSfmuXX8UzemxAdo79WyN5394jArbKC5u7dp7Da4DG2PHEUwtoQHQVhKmk6Q23J/2X2LzeGha4gz6xC7gUX/xpW/HS0uI0iSGg8c8LHvw/u1F+ddl9DlRlryvga12WDJk68h+eCwdahcL7jlzBXw1utZjCeTwrWSGkZv1xYHfCSLyMBAIBAKBQCAQCAQCgUAgEAgg4uNhIBAIBAKBQCAQCAQCgUAgEECcU9qyDZ2eeVQeCoVvQ9irJ/gBYaeURL3s1r9/3STYEiesbm1D3DnQYyQOm6X7E2VMYopzAYlNvfD0fA8o4hlQcZzxy/ctH7M5tHHHHm2cQnxPknC8uWnvNYEk7F4b1r5s6+8964i7AB2ohOS4REWXOGybkmt7tJuV5UNTtr21asq8hNckOkEJv8d3rIiFJPXrCiY4l5l1WZcyccZQNZLKeTq/QxspwC5RKL5He66A9oDzx5mT2RjC7oF227rnUOHfb2nDu9t9U7a6zioaBzt2rlHCfo+2TJgsAZVhyO0vloHi91I9myTxWqfE8IUjmEMUExQWcZJId0AEyhMnIIoP0Z49ijzRSahdHsUKKTogIuXtdUTdzq1JdNNOUPvJVlLCdEkabtjBbh3AnuDQtnPwS84lQDCK1rTEFMmM9hmHStXetgPYANpe0xEhyw9JnAjsjyNC0d6x9ev6NBLTtgoQl/Noex1IJ0O0MWK3SlIOFO2DqyBiuMX1iQ5JqVi8tA+UtoD8ggzSq0hsK2lPOwmmnv+ECfdtYdmvTztuwHORsIskJXotgn2NrpOkGaSjaUBfuYIpYD9nsNeQ4IZ3r3OJyvZVcvyPisaERIQ82i3Ofyhz6qOvAMPn+RTkKzQPbaM6IKLkgsy/l0mAfKVlSJsAKaeO6hNtFvYP592H0l6R/zf5PfueJgn98tEK2F8nbcQM2u9SnCHFWOuwvv+STepRzD3aNL3D0Ds5pS07utgWNSFFyWiDv7XQc2UgIupR/GkPzqH/vG8tJxJ3qYGIPAwEAoFAIBAIBAKBQCAQCAQCiPh4GAgEAoFAIBAIBAKBQCAQCAQQ55O2nCydFlWVHEyBtkz0DonprER7au1z2C+F+BJt0FPQyUFttliyvL+pEwpM7ULai6vUWDfs3VHrHNn7l6Ag6ClgEsWnCVSgAlShJDlqT7bIowKTMrRHu8uBIkcqhqR2KwlDtFu7FLddP8Qd6ZjOUO8fdmrVJ3qMxHQYChtv7tdXa6VQbq//PTrjuUNVmfXq9QnRIcYwJ71QelK27N0C++VREYBihlSQq8xlShM7gYiinGds/9t9y6dpNIDKfwLG0+Qq8UYctfkB2P+T0EupXWQnwPZITAci++OlAqB9waMIUh/SXulRhOqiCVRoSZrBvU5iP7j9cH9v/GhcgM7l7TV1VSC9FAOeCvNFQHLSzjRgrGhOEz1dkqYdoPhCN3tUIkwbQ/RMSE8jcdoW8kk9yhKtP3p+lzYHfjFdSwrWklxfYx6o1CmmmNGabECZJB18wNrqpS9ZR8mzSUTnnLYdtVFKUXEb3jUc/4n8anJpXLVl2IObB/WN7QyeC/1HZ643gLpPtopol0fXwlqF+3u0cS910blDss/q9WmxagerCyliTkIbpn52096Q2jfYlJOMHa1J2vsf/LItqulTSbz/ktp0d5MXBb2XEm3Zsz90f/Kp+zfZpux+wJbx/d+570Bptyhtkqd2zClu4FvLHv/AFGjTOLAneFRK20bjL3HqEaJik4KyxHMlh7Q1J3lXeSeIyMNAIBAIBAKBQCAQCAQCgUAggIiPh4FAIBAIBAKBQCAQCAQCgUAAcT5py5I0F/rp0V4bY6DtAkWE6LWSlCCeOEHcqEc7JjpNa9fGeI9XeagoRJZCaVugyic5dDQoaxQcdk0UY3omUjWUpGnP/oEozoWj9km04wTKiFOHstUBteTxKtCmnbBtCof3KEpERyocZU4CqVWRsmvnPtdHZUCiuDgcxfEW0JaJYuOo9ZHaHd2/7NSnXc9AbZBUXSVfMfbcISVjb05CW+7erafqLTGdhFRpaewkprLP7DRTynlRLawMTNkTS3um7PbBItbPc2sXy9I+lEf7eWbByoC+uPeEre+odX7s418yZX/wi99mypr2MSWxrSO0TqD2h2qB+57aMynA8bVE5yUFOq+vCTT/Jo6yNFKMMrCfoCAtSQWsgSZQvE9CsSKKpUdRon0lH8JadXyN0eoFsX/TmZr7x7lrZQektiX0H4ji69Geya8g2pdHz50sWcOcAb0Lf1NS2auXYsel3aKyJ1Cpmjypc1CbpGcdrTv+K8xpovgRZU1iv5J+s3RsAvkqxQLdiKvnB1B/0Wlrz/ZVghwFHsUT20Dbomd/aFqC/UMqshxlZ5DRbpQ82dCuw6UebRFTDAE8X2e8Vqv62cfM7rXemFZNGD9Km+WlnYEUJeinO3OS5gSNn5sKhfyPA3sdrmlJrb16c8pLeUT+F9FTB1e4A7r3bf+T/9J2/C9K0UL27/Aqr8kmpOOgVBBe2jaClyKO9lW0dd6rPuzB9F3Fm+uE5gDSpsGeKvFYz3L4VgTrR5Ja5BcTa97Za2isieKfjZ0PEKRW/Q4QkYeBQCAQCAQCgUAgEAgEAoFAAHE+Iw9nlbLD40cao0t88tyY2u+nTYgypBNiiU9pMojm8SJ3mhA5QJGPdJ13LSXh9JJoUhLR8bL98r7wBh+HTppwcg5fyL3Iv7pRnl7CckoOPtqwoUtewm9K5I0RMk7gAp0cePeihPWjdXvdeJ3HunfXlk3fb0Nf8i9B6JakA0hOW/bgNMVJ2J0dQiLlBThNd+baDKJsZs6JIt4fEgFjEl5HHKdYmotGPqcJtNOsMkJKh1ed0D8AnQZ6IhAomIMJr51oBjIrMM7a5faP2nZSNdfsnFzu0I9Ka107f55/6Zopy53Iwe9eesmU/ebsI6bMOwv9qWv/1JT9pZGNPKRoTomj4byTz7pIMCbebxZwSk7RdBLbcDolJzsheZF/JELlzDWK0odLvchFshctuP/gMtufzna9iFzPLlH0VOvQ3qsEOy/5EZXnDilplh/vRPKJJHE0ViI2CVcnW0dlJxEcogiLAhgektTetqE7GI0BERIS+0/E0vEiF5uH9v6TFauu4Nl/EmJo70DkI7RT4igLaqsXzdd71fqvU3KfHANeLFDkHl+bRhAlCs+fe4JxMIUziNwqHMGWfL/euBaLvFaQpQL1Z33ugGxg+/pE4lgUZU8sr6vsVPY+x37xeUOq7HxvgjCbJKVpTXFKj00FQ0JRghmImEj8XtXehQsd+1kAoQTfExzmBkVEkrgcMSQkaQbMDZrTyREcpfeXk8R0ka9D+3xnk+8/uEbRxCSCxRMAWXb1tVVxr/P2StoDaV/wxHFoX85grrvfWmAOEPOTvglJnrgd+KTO/kG+KgoOOSxJYjS8E0TkYSAQCAQCgUAgEAgEAoFAIBBAxMfDQCAQCAQCgUAgEAgEAoFAIIA4l7TlVElpcjxu20t4TWGvRMWj8NKji6EMk6g6Ig5LNhSXwmYniw5tZQcEX4CKTPRgyUn4SjmwnVDYKYQI927ZuPHxOvAzJOw/SkLqiZBQXyHFxeFtYygwdLUXikzjOlngvibqH9F5TpIwf7Zl+3W85FGEgE4OtOPsgOdalcNcmdjGVpBE++gPlIgXaBNNZ60sA8UcRFjOKx35JJhfr02H9koUBUpY7lLx+7Z8vAL0AEjCLEmTJSw2qPrMO3tiY8eUNRt2/g0Lpj33c4dPMweP9vbc4LopW/rgtinbeXkF6//K/rfXur9HhUPaAyx/j8ragMcvl20ZUS4kTm7edsRZ6lKsJ85e1dqz44pUPicVAt2L6FQjmL9SfSEXb65jihLY6zyKerZVj3aycJMn696N+qkLzjKqRtK0e3xikjCeJMyxQUnIiZ4kMcWugP3fXb8wJ8n/8WizZZeosPUTxiOVCaqTnydJxZLNMeCJKxBoXyFb5fmfVcP2FQmmee3PiLYLInQe7XN8yQ5s7zXHf6KbEZXPm6pUjvW5rbRX017h1Z+SkB0IbnghKXX9Ms/Okq+MttaZfpmTeuW8oWrYdCIebReF3E6gq1UCE5xSEbhzGqbPaMOW9W55Y0dpI+xVZY9rdzZtGaU38UR8EsxV2j8oFYPEVFryE7xUTE3KxgPvWV77ya5R/3n1MZXMwEl7UHetep9a4Lla+/VTXFC/JhB3mTn+J+5BHscaQM9Pv+nZSdrDSFzXa78n2vuwiMjDQCAQCAQCgUAgEAgEAoFAIICIj4eBQCAQCAQCgUAgEAgEAoFAAHEuactVI2nab5syQklqu4dOjC6AVJRKUAXyaC9EOyOKsUfbJdosqWVRyK8HoncVfZ4qOYQCD6/YWHaPNpIfEhWtXnivd+1k0bbVU1DCsHGg0nihxPmBnStjoKJLUhNUqHt3SK3bCZuGSbD8FVBAdhji5XUb497IIMR9h9s/Q2W9Eyg4NWCug7Jf5qgNEsU1P7DjN7zEc6U9p0LmralzgZrLfQxUcLJJmaM2TBQjUpD1qAQljH9rC+xfiwfrp579VVP2N9/4QVM2AVXBo3JPRv04UIFT0j976cOm7M++//Om7Bee+36s/3ee+z5TtgD2102bAbwPT9kQa0O35oeUdoPrE8XQow0T9Xu4DrRduL/EewiNC6ktSsI1QRQd2hMkqQPUowKe36O4E0WWKJ5dh548WQRfBfaq3WeZntwcOu06j5jr1qrJewrRfulIPTn+RwNUnEmV1lN7JtpoASlq8oP6/gvNc09pkaiglPaGqHySVAKdjtTavbQvuP/AnkJ+puQoW1PaHcd/I1t5IgXiA3sx7X+S1ARfheBRBIn2huPvbGmuXZwDKUhL0qxbj6KcbfG7wgzS5tTtE4nfobD2tqXSS+fc33sT0lRq7x5/WKTM6y32qjl4ezrNdaKyurRfKKdUKvO++zcwWaxHu561nFQgsKYK+CZQ9LG6cqCDU4oXz/+l99/xMqSicOwX+STkJ5CfI/G7YmvPlnk+Efp/zl5H+8pJvksg9Z38132ebGWP9vr6as34TkUC8J6vQGnL4FqPoo73olQOY+5/fP53gEcSeZhS+vdSSl9KKc1SSt/1Ftf9cErp+ZTSCymlv/JetjEQCAROC2EDA4HARUXYv0AgcFER9i8QCJxlPCra8hcl/XlJv+1dkFLKJP0vkn5E0rdI+vGU0re8N80LBAKBU0XYwEAgcFER9i8QCFxUhP0LBAJnFo+EtlxV1ZclKQGN5034HkkvVFX14oNrf17Sn5H03NveIEnVHPXXU6CjUFhSqyF6s8ShqBlQLEiBSWLa83gVFORAVVly1KLhN3NQJZKYIk1UqsqZKa0dG/d+eM3SBoiyK3HYMobXOlOFxI56t23c+3iNuSREO6YxJSq6xOHcntomhXNXjfrPStSbEigq43UnFHzf9sHCkzZG/aDLvOcZqSjTADhqfSLayjaoNXNtxLyqnOSH6BcLx6/1VK3fC5y2DZyn83tU1gqo5NQvnloe0VaIYjJac56TFMSBYtLqsATj/7P5PaZsf2Ln784ey+212vV4O9mQ2z/ctguwDVyg9hbXP1y09cmme6kIaKywzLOfqLZpy1oObbIAu+hRrE9iKwlk62hf7WzxZB2t1VvwmbNXjZdJGRFoT46qXQFTkPqKbJrEYzhZgP3foed5Y/gocKr2L8FcIwVjMe22s2ltTbHAmwqVk/9A9GZJmqzY+h7t6Z3gJP4nUZw9tdYp+NWY9mLk+a92A6lNzxXTqYmeP7/3fwOTRVtGLo1npfJ9oijytXXdjeRQRFEZmdTmnb1+Co4l0rkdBdFUUv0T0I6Rzl6Pdu+B5kW+x21y6YiPAKdt/+aps9T3kpP2A/Y0j948hj5NB/a6hrPPUyqS7j3wH1e9tFW2jPbkyTJWVwnvumS/ckdtndJh0bcCL21XlShFGdhPZ+um9Ut2wlMwz8BWkp/g0aYpRYdnq8mvbe3CvuCsCdqrK5p/0H8SjzXNdUr7dvTDUEZG3bFfRCcuFsB/dlJ84L5EaUdOYJPfCR5nwZQnJL32pn+//qAMkVL6yZTSp1NKn54Uh6feuEAgEDhl1LaBb7Z/xSTsXyAQOPMI+xcIBC4qHsr+laOwf4FA4HRxapGHKaXfkHQV/vTTVVX9cp2fgDL3TKqqqk9I+oQkLS49WU3nT5qdmhT5htF8TuQNiatkhf3CPLjMSXybkMS4DV/jvYTXUzjloMg972s8nYjQya8XzUBRmpTE3RMsGVyyU7B73x5z0amDxCffFGXpnYbQl/8m9LWX8JZOTqm+xH1Np+SjdazOkTswf4oNPmZqv2HnYOsZmGtOlNUMkoanQf3ISR1CIuAcosx2nLHuguAKnHw5B+fmlO20E2i/lzbwzfZvYe1GNZlLuu+t/wZEE1DkhJcwv1iGOQHiJF5f08klRc49s76N9b+wec2U/aknvmzK/q83vhfrN+BIt9m19qdRsv1uwJy+B+EsXhL6JRA8OgkokTkJXlGEmiS19iHyHUQMmjBOR+X1xa3olBwj/x2vJId3osYUTv4hMbfEfYVR5nBCfdQwKINh9cTRKJF866B+lBWzJOpdJ0ljSKR+mnhU9m9p6cnKnPI7QzpxxM3qguYP2bqTjCmxIbIxD2oTxIUmy07oW01QYvt8j0OPUg62vrQd4O0f3lqZh+c/kk0hwQNvTXS2SBwPkthDhKL3u9NFJ/IaHoGihCiaUeJ5hSyBE/g15Cu5/h8JQVD9cf25TmVe5De9l5BPTSJ6kr+vnBYelf3rX7pRzdckn0CSSpiAOH88n55+loJJna2HGBUFMJe8yEcSV5vB+m3tcv0mRIOR4Ilnf0jcon/HTuqDa7zP9Gru/75gngXaRIfNQL+LIqLO8+cHMDBO5B6+g5C4q/OuQnMIRUicyDuyFTNgiXh2orVnxxUj+j33sea4ev5rc0DMP1vkfSt6twVTTs2cVlX18Xf4E69LuvGmfz8p6eY7/M1AIBB4TxA2MBAIXFSE/QsEAhcVYf8CgcB5xeNMW/6UpA+klJ5NKbUk/UVJv/KI2xQIBALvFcIGBgKBi4qwf4FA4KIi7F8gEHgs8UgEU1JKf07Sz0i6JOmfpJQ+V1XVn0opXZf0t6qq+tGqqsqU0n8i6dckZZL+TlVVX6r1+7NK+cFx6qZHmyDBEArvbA6Y90Bhp9O2re+FjVPYN4a3egmjIeya6AUeFWBKyd2By+Al8Rwv22ftbNlQZqLCSFIHhGAoFNijYlD5ZMnSdrxQaKJtUCi6FwpNtGGvr4nONwWGkZdwm55hAkn8Vy/vY/2De2umbHNzwZQ1PdrvjjUX0y7QVmf1E84moH1Tn0rSM3/iFVP2yj97xpQ1nZQv84mUT5u2/FY4TRtYJRt6P17h9UcJ85H27cyJfMeu/8G1EyRBryn48dVXr2D1j33wJVM2ggWUmjzY40PgfQJtJnN2SqJd/dZr32TKMDG9VJuY5NFOyCaQ4BXR8yRO+0AJx721UgIVd+kV5hgVfTuwROX1bT2Ii3TrU5yIIlVSfUdwAO0y0cYd+1VllJwb7uPMlSatVZqrTnJ6j7r+KHCq9k92v3b3f/ALqcxbv3X3EM9/IPtLNpGoeJJUrNT0dZw9mRLOUyoeSk9z9ANQBG0drLNTQ22lNTFa4QGoK7jkXTfcqJeiqFxi/7+1S4I53IbJFWuYsj1ULMH6ZNeozJ2rpG0HaWNccbQl8PXAf/P81xzo0CTE6N2fuoXSZniCMd6+8Chwqu/Ale1Db0y4T23ZeMV5/4G+zoGKexJxQlo/rggRXIuCS45gKr2rEW3VS8VC12Y0Jx2foHkIIhqLkArCW5Pkl6JN5vokzoQUacfMjsEu0/u/xH04gVQqDedZUYiL3rUhFZ0HEkfx0l7NQHSNvgt5eyWlSGlBijX//kDHh+8nlMrnCGeEtvxWqKrqlyT9EpTflPSjb/r3r0r61fewaYFAIHDqCBsYCAQuKsL+BQKBi4qwf4FA4CzjcaYtBwKBQCAQCAQCgUAgEAgEAoFHiEcSefheYD5EtjFxaGtA+2iBstxkmbuK6LzNAxtLnUquX0AoK9GWE4SCS1LZtfWpTUQv9pAg6thTG67bJlRlkjRZsf1C9/cUhJCKASHqRIWRpJwUjCDseQiq0EfX2qLhBvd1e8feKx9A2DwLuzJFe8UWVmP+gWLVhjg371guXzapr/Y3A9qTR5Hi+qA2BVRCSfqTl58zZX93+2lTNl7l+vnB8X97c+KsI1WWutGEeSbxmBBFwlN769y350/Dy/ba3m3u7BIUtFHtccLnXLcPl0zZ17Y2TNnswONSwZrsg/12FiXRRoYvW2nOzKONgK2bdm2ZS3sZ1GuTR4Ug+9UCBUNKr+DVH67zw6KyMax1ok1LUhMoKqSM7KnlIR0ZphopIEvcB7jXOGNN1K2ClJ3rs25wXD1lX6Kzn0ekWaVseHxhlT2eFO0duwCJduTRjllBvH7alxKo/ETlLRecNVVXhdO5DNPugFpxw0nFgrRjmH/emiSKJKUYKsEmSrz+ulvWpg+dtDlIkaM9Eei5EtMpG6Xj/8BeM2vW98vr+isePbeu2nFy2t8YUTqkE9gUYhhCda/9qKwKVEhvrhGd9DyiakjTzlyZM0zZ0JbRPufRZls79VI8kJ8jWZ9cYpvirSkEKdA6PgXdK4e0R+RnSNIU/JcS0l55tGuytXgvh3ZNPhGtH8+nomtp//Le/8mn8fZKei6inXfvcd4B+lZAqXBQlVj8rOR/uqlITqAijtUpHdEC7LVeijsA7bVF5735rBeRh4FAIBAIBAKBQCAQCAQCgUAAcT4jDyupURz/fDxr8Qlfvm8/R9MpjfeFmYRAMErEOTihr8xe5AChObRHQhT554EFX+onYRckHKXE9NM2H73kkDAWIy9PcGiIwiTOyc0UTpTpNMRLgt0cQcLSgvu/bvRm89C7jhLx2mtHuzAAkrIle6KTlmH+vdDD+pScv3kIURpYW6pAiQXXlfP4v735AahPc9VpwAVC3fVCCXspibGXMLq1B1HOq/a6fJ8bRPO3tWvLeh+GI2pJd/es4E+nBZGDTjRte91mjF7u2+P4wX4f64+etOs/24Zoasd+0PFd5z5E3vCSxITxFLkzhjGV+OSa1qR38k4n2m6UEUQ5oDiFp81Qc6179+9A5PdwrebJv3gPHMO1njgHRTlRRFVns36UcHuX9k+srsKJXjt3qCo1xsf9uib4KZI0AebJBPqJ/BRJuFeR/0IRJpLU2rYT+PCJjinr3mMDMlq3g41t9UTQwH+ZQuSCJzjQgDVBIoRkpyQnSgV8UmQ4yPGfYZp7/l9puxqjIfN9J3IR7I9rv0YgpAj7khs5SMOKkT/O/SnKjwRPvMi9moInzUH99xd6VzpJNM9J3pW8iKjzhjSTsjm3pvDEssh+AcnCi3DGd0WI3PfYVLR+MRrYEzyF+5NgiyeCRmvq8ArYL/BdJF4rZH/8NU3idCCMuehFHtb7TS9CmGwF+VnJESGhiFBPHBVZmrAveO8aFP3aBMFYisY7+gEogsfymG+1bY2314KvPaV9zbkN2UXaa8mnPrr/u6sQGpGHgUAgEAgEAoFAIBAIBAKBQAARHw8DgUAgEAgEAoFAIBAIBAKBAOJ80paTNGse/y46bXtUUqJYgLDEkEM+KRS+WLRUmOaAM86iuMi+vdajHLW3LJ2lAc/khZ1T2DaKkzifmalfKLzXo0Kk0tZvQoi5RwUr+0QFsb/pjT8l8q2A4uRRQYo+qRPwtfQbe88ARdSpX0KIfv91uP2UOQLTD0By+Jm9f+eAGzC6RLwZoN04yZXhVhg27iWs/dzn32fKWlfsdSQiIQHF4RyzWOZD/7tbPCgTSDg83AAq8Z53H1uWQDDHoz2gYAtc+gNPvoD1f/X5bzNll5csxXnHsV8zaOv+EESEuLrUtA+QPWPvX33V0qslqQnNVSGIAAAgAElEQVTiJEivcNbUeAVswm2wf0DPk6TOLohDrQIVwqFikLjICNokMR24DfdHKofY/tG+kjvJwZGODEUFM9SRztICOr6317EQDYkQcPsp7QWuP2esiM51LpGSqvz4ivWoTEiFAv+H0sNIUrFoLUNr1+6zRC8+AqkT2CKv/UTbSzAp2tvMmyO7nIFPR88psa9KtCny0ySpBYI1E7gXpcKRHP8NfHJXbARp57YsOwEVdwoiYJKUb9dLG5AcX538R/LrC4d2lwHznSiWmUOxLMEuUl9NQQRP4nQkSJs8QXYFen5PXOyi2L80s0KMrmAH7j9wodN1NH/4uvpUUqIoe1R2EgJEX8m5PVJRSXDFEbEg2i5RlD3/u2zXSxFEfoYHSq9S9LyXUqgP+5+3/9C93LECvyY/hLQZ0CeSI84F88ql7UJbicpbJecBan4XaB44Yw3fcMin8/w/FJyC+7cgFZ8kjdad3AEPiYg8DAQCgUAgEAgEAoFAIBAIBAKI+HgYCAQCgUAgEAgEAoFAIBAIBBDnk7YMcBV46n4+daiUFYSDk9qQRyUi2gmFYk9BlVGSxmu2Aa29egrSkjTcALU+okc4YdtIewbaMFEZJaazEBW6cuLO64ade2H3TJsABS9HbRFpQ07YNLWB6ATeXKFrSW3UU/bK2pa3UsHEqBrOZAOcRAWbrp32bb+WoAAoSZ1bdrDKPlGk+P6Lrx6/1qOCnnVUDUtdInqFJBX9erRzjzZxcMPauu5duI+j9jfL66U9WCIJTEkzUADfPLTSxKT0LUnlBChypS1zxI6Vd+2aGh9aegDZVMmnE88DqURiFb7RKqTCYLFqpC0RaJ5IDu3TUSYkFWiiA3kUG1JspH7xUozgbzaBdurQ2w6vQjoQaL9HuyOKHd7LGRKisxBFqOhd8DPhRrKKwR5rCxVoYU+B9DJH9YFKD2sqH/CcxGsP6tlEiSluFWy0w0vMW+zcB2V6WqcOlYp8XVKA9ED936S+chZV/fXvqF3v2LKCM0wgTkK7JYo1qS17FFNSJiX722Bhbu5ruJYU4CWmKJOvSe9EEr/DUPuJXnj0w3B/WKueX+dS188ZquSnzjCgOQHzzNuTyS5QmZeKCFMEnCBtFdlFXJMnGHu81pmS3fvwrgqmZuykHaO+pv4j30mSii6lKIPrHP9tnt4usbK9N36U9iLf54tLaCvuXydQUEcqs6PW3CC7AkW0/0pSsWDbn+9ZYzNz9j/yFVpQf7zipPiAfqX576W98L7hPCwuuJcZCAQCgUAgEAgEAoFAIBAIBDzEx8NAIBAIBAKBQCAQCAQCgUAggDiftOWqUmNyPHY3TflRpxBOTGpzFMorMUWDFOg8tSkKUR5etnH/XsgpUTxIQXoMVDaJw349ZWYCKysRlZfrj5ftDyCVB/r06P6g4LljuRjlFVYaon5FhrUTSU3KoC0n7DkDxcbWvh2XwuFIlhB6Tv1aLPL4dRq2/GDbckk6jijTdAGUZQ8hbH7sdBZRtIF26qUIoHD85iGpnTsU1XkVwnN6dJIqq2zm0VOJ9lUs2jLPJuR79WgPHu0tOXTqefyTV76V/7BtJ2u1AA/lpQIA2nLWgUXlKaCP7b7SICq2o0BJtD+Eo1adg4Iv0ls9Kh38bBso6h7tnFRQPYpLtm/LDi/Xpw3T+qd7nUStr3vf/ujwEvsKna16tGFPbZAoJlOyiU6KD2LjoLKiRzF35tC5xFwXNA+Yy1ks2LGmeUI+icRjTWuaFCwlKdGgnoReSet319ovooxJnPaGFCi9VAAFpJ2hPkEqsjhFDO41J+kTuNZTayb7OQWfpOw5Cp7D+r4u2eAcbKIHsuv4XuGxfsGsEZW6NuVVPNZeig1SYW6SirXTfqLTk60vHf/ZS+dzLjHXVfSeInHalBJSMb3TtE/+mNKPQhFQPiVv/7dl3pwkUNoVT225rtq0905IdpXs33iZb0RrlXw6j/Y8hXc9VDB2aOMElzYMz0Xzx9trsa9BGTl31I5pX6Z55dWndE5lzzbKe1dCZWfo69aeR/uG9yqYl5Mlzhvh2YCHxTl9fQ4EAoFAIBAIBAKBQCAQCAQC7xTnM/IQ4EUjUBJN/JrsJZuEow/6yu9FHmI0ABS5SeDhsfJtm3HWS2I9WayXBN4VjIHnakKEXTbkY7+yZyPf6DSpcBLOdu/YI6Xxuj1OwdM0STmcktBp2ASSpUpSTuIuzmkUJVLt3oMopet8rxJOCbv3IPIITsMl6WDLHsm2FiA7ceWEHmYUkQEiABPnTAKKGyCOQmUSnwgOr8D6XeW5Nm0fN3fnNYF2mlZW4McVbCJxDYr8qD8mh6tQ3YmmStCwYsGWjXY4nKB3w4ZuzOhe3sFpAQn/IULXS2K/umaVSHa+vmbKkjOn29v1ovy8aDyKKK2bRFzi01ASgaKoO4kjFygJuCS1IHr84EmIHHEiRGiuUeSLZ+vp5Pb/b+/dYy1L0/K+59u3c6lTl67q6p7unmFgZmxjx+YWMgJNQiBBxOEPExwSjeQbsWyUC7FxFEuRrVyIEoVEliMDVhwynhgjx7EFHnuMwcbGCchgLgOeK8NlmKCh6Z7p7uruqlN1Lvv25Y9z2lTt7/dMr93Vp87e+zw/qdVVq9ba61vf+ta7vrXW+7zPgMxF3Fghcw36ymwCC345p8w1F34hI7Tr1+iTBvDijaNWlcmDBzt+jFPPKJtpCmNiYAzT5jDWsAi8ycbomk0lU0Se5ppd1TCSNIVsDIof1CcSm+PROKN+kqQeZaQvkeVCc0VqP5ktSdIcDEsG92A9lw0Dw6oHvylJU7ivYZbmYXdzQsIZprh7WLOf7o86mjzWjqty25hD7HebcHU9TonvX3PnTrah871Fyrw2Bk3jK3zwY8hGcpnzRNcsPXdP7mq42HXsSmw46vZDx0qxwj0roBrqoL0mxlf5VQvdF8iYw90/7L1+gR485knqfE24+IcmJAbKUifDEJflOIR7xfGV9jedShQNo0AR4A1P2mV0/3N9Re8VaKw5czTKfKTfHB7wBHo+WuIi6kAyD0MIIYQQQgghhBBCCEheHoYQQgghhBBCCCGEEJDNlC33imY7D6ZokpRWko4fa1M5R7fbtE8ne2bDEpB9mML4VPCccKmwg3vtcWFxWZOevGisIHFbt2+xFmIKqcjE+JrRjXSUbbvs6snV9vxR2u/IyI5I9kWyie2XjRQWCpE7ifjWK63EenwZUrlv85gg6cHhTSjCv2XMdV6EvrrVLtt9GTfX0dMdJcZW4g4LYV0nMSA5/fAOyTaNRMBIbzeRRTmcK5hPEgGSTZA8ReLrah9kQ04Kg4Y3l8DYgkxQJN17tS170BtCrDf7J8Mfqi3tZB/7d9v9949ACmSGHspxYP9jY1hCcmaKXz1XxB7kRCQxovvE6d6aJU5iQ5Bs2xXsx6LfZKLiVLt0D6Xbj7mlUfwlw6ftV4y5BJxDMixwX3SPr7X/sgX7csXhnZx84yhFdfBgXw32ef5y9ESrOx1CcXtbigTKtlDB9Qnc592+SIrppJxYduJeO6im27x/Mlc5fJyKwJv4M263Hxy1y463WTJF/TqFY+qb+w/Nn/mc8PYk+6LfnBkTODLncLJhnJfBnMQaLkEXUv+5EksskYT9uKdCKttw2DbWGcb0oV/ovurGOrXfPRfh/pcwzVhrSmmfgUzop3kdSXGd4QbNqamUinv+6lp2ZZkxSW3qm/lbHyYLNCbdNTmBcg60rjPRmG3TuwKIXyDFlvi4aE63zPyT2u+uSZQYG2M26gNqqy0RB3R9fyIZwyks8WPudVD6g/rVypZpXND7F1diD/q1B7LpQqVEtFy/diGZhyGEEEIIIYQQQgghBCQvD0MIIYQQQgghhBBCCMhmypbnUv/4wRTTw8dYNkupnKNbbS735BrYSkoaX2u7kByIXCpsBQfbxilVsrpdSic/eKZtq3ULBDkjpU1v3+L9k5SgN233dfg4y1YWXcEkPieU3ixJY3Bhpv6rZqRP4PhJ3lWNA9IAJErVOJuRxIjSrvtGIkOp++OrsL1J0SfH29mou2yQJJ6C3/SyQXJW7D7WJpfbdY9uwvgxbofDew/ufxlXv3VjMd7QNS1JOy+2GpV7T5kSA8DhdShxALL3ITjFStLhk+2yOoCYBvJkSdr5/9q2bv1rbQNenfJ3MlLjFHAL7x/h5preglgL42poHNDncKyElS2CsxzFL3dNk8SPZEvOAW7xmpL8WEPpPB2+udeRnHoE+3cS790X2lh97y0Qk53sl6RDKJsy24OLKvWru1botkASGSsxMtKzi0A1pURIYklSrJkpOzM4JIkzXVNO9kf7b5ctzmdfYwhlH+ZDiF9GykTr0vU/Anmzg+Z6Tl5G8zK6JoqRwmFfwfzRSWnZhbm7FJYkjhOYk0lGDkoSZ1e2hbaHZc6tHcc6lX1wh49uozDWzfwLy9nQqmdUXebNlu2tNIt9+JB9SvJiyUhcaZpvxgTdv+YgxXfPf+isTK7gIM+XpCHItnH+5KSodK+AOZnbnqS0dP33wRVY4jkVxVpbCoFibcd7osTHNQK36ZN1abBwu7qCbslmrkrHQGNlZsrukFs0xRSSIktcuoTmD66v6V0PvX+Z7fJknyTOD0MyD0MIIYQQQgghhBBCCEheHoYQQgghhBBCCCGEEJDNlC2XVg7i0nbJRXm228oujq8btzjIcJ1d6paKLUm0mBzUnBSJUoEpxbwY2U1XZ6jehBswutPqLo5utLoJK9uBY51Dp2J698nanX7TyVaGJDuiVGDjgITOXibFnFK8qa0kb5OkOUoUKUXeSHygD5YZaz0jp25/tPvyrlIaiZ0NKe1997NGIrA4hjdUxVLBbc+5tZHEbnQHrn9z/dL4O7rUrufG1OQqpO2Ds+fe9QPcfvwcxOpJe1vrj4zb33F7AZTroFvtsWyarokROIBTeQELuT0bB0+UXUCccNB5JSmzO3/HVyEm8aky95puy06Wd5MoO9kw/ib0q3OWpvi9daftGCqFIbGciKTEd5/m7YfgrE3X9bEpm1F7F+Rb8axqcO/BE3vwNF+/dK8vMIDompCkQm63KA/qPigHd9tB6aRIAyMRa7D3ZCqbQstM/ISxTvcUtz3K5mCYurIRt9/Zrnzt18AB2sypDuBa2SJXchNUyK128iX3cN3ep9sbI7mdkoO7JM2hxBHOqdz8retQcSUuqMQGzdXNWEPHcpRI+rY9qnXXnea0uFJCcK5JdmwdvK3G/UHcnIR+l8ouObd7LBtCz5ROykrPRHBNjva7xy+a57j2U18PIVY5yWmB59IJvH9wuBJTzf6dWzQ9F5vdozM8le0yx0r7mpLbtdk/3ddoeyqPI0nbr7SDxUmMiRmMK7p/+LIz7TJXDg8xcuw3ygWZTYYQQgghhBBCCCGEEJZlIzMPy2yu/r0HP1/0j7ZwXfryPIWvvJMdk80Eb86XKWI8g0LeQzDhcG/zKRuCCr5SYU5Jmg/a/WM22Mx9DWhfp1OWpftyQ18j6AvD8C6no0z22v3jVzL3NRS+nNH2k0smmwSyDGlMnfwuZFlRX5vPQdOddvnu8+2+9t/Ffb31ovt89/ptkviLdB+MINzXLPoi16evKS4qwe/ufJa+vPHmW68utPWMCnOfN7UnTXYfPLjjazx+d19ol1Fx6t7LPKYo/h3ebMfZjMOvyqTbSbj7Ip/Ubdj++KiNCRWMedz+aV3X/h5sP3q17ZOjm+bLLWWEQ1fPzTVJWbpkIuK+HB9fgfhP+3efGZcwPKEYihn5Znsal5RR5DIX0TAE9rV47bwGmcMcX4Yv385wCrIc0fDExM+957p9+T68wQ3Yun1BUm960mz7wT5w9zQawDT/cMqHKcwLB0t8k6fMgckVSFFwCQ4wfrCIPmXTSTj+yZzEKS8o84aK2FM2pSRNLtOxgomQyRykdacQU51hFGXjUea0M1ygLJfpmHc2grhEGZVOJUVZxmROZedvHc15XOYOGqF0zCaXOK5RW925orFK429u7tXLZOSvM2VatX3rwZNw8CR3Cp0rzKayJojtMrpW3fMzZh7DmBw5EzFSPsA15a5fGlMU00f7vHlX5RY9k0v8rEjX39zEX4LOqcumwzYtodyj+dv4Cl/Aw/32R+i+gsYqMv0KhqvuWZ3ui6iGMceKz0VwW3NzbaKr4ZClY0yUvOnrGyWZhyGEEEIIIYQQQgghBCQvD0MIIYQQQgghhBBCCMhGypYlSfMH01ldKujO59oc56Mn2hRvkhxJpgg6pNdSEViJU+mN3wUyug2GJTdbjXSZOslSt4LXtW9kKyCbEUiBbcFb+s0lpGyUIrx1q+3s8WOsG6fispd/ozVMmA847Z9MTIZ3nMaQFzermfM/vQnnetrqBshwQmIjlelVaiuHhUqVsKlgsSmiTLIXaquVrcDu++BtMeXa+JosGK44edC6U2orXaA4JRnZ6hImFnT9DI3EBCGFzBbE1AmfrPF1KBswhWN6lQ2v5lsQF++1A9AZltAYmkAR/tked2DvuP0BkuLOTdkLMvege4qTDVH/kxSpZ+5fdP05iQ5d1xMoWN03xdnpHCxjGDO+AjeWJWTXJOcic42ZudeRxJDuX0MjkSI5FZUdcWUz3PKNo5RmDuMM3wT3H+pnN3+ha3UG55nkVZIxUQN5kZMdV5JyQYmaySU+AGwX7ArLK4glzlT2ZXyNAxj1a1cTP4njD5rQGcOVCuZgGGtd2SBYd/QbRiJK8x+IKe5eY+dFHdok8T0cS7y4eRFK5Nr2uziDBf9pVTd96GiOMYP5g7ScnHCt6cH16kx04L7+sMYyZNi5/Sr/6NFjJFuFNhnDvwIlZij+DQ6cFBZKfEGspXuCxNcUxnQTP6jEA81f3DVF5iL0rG4e3znWQvzG53zHEqvSuwZrLgt9RRJnXzYBYi2VjXCOT/ij7SJrLnsXxiWMVVcipJCRLZTiWepcPQQb+vgcQgghhBBCCCGEEEJ4WPLyMIQQQgghhBBCCCGEgGykbLkOeppefzAf38pWQGJJstPJk/yeddjR2Xd4l1NhB+Q2BauSU5AkTcdtji+lHfeP+fhRYg195Zx6KG2aXC2PSTImllNu3W77v3fMUuDBXZAdgQOzk0KQg918i+ymeHuUXZpX8uhsB7ty8op3vL21xn32s8+0+3GqaUrxv902oKs8xkFuhRKnU89HS6Rdd5StuHO1tSBR8g6c68+iHMNJ2UkiSvHHjQka03ff1i4jV3BJKk+2uoH5fnv99vc5ftA5pNNKruASxzXqKzdWpnvwDy+RLbmRHXaU7bn4RVJYkvJ5t+huvzlyUmKQiJADosRjhWKddRu9B7IVcttkhTpKf4ZLuPUdPt4u3365u8SJJP6jO+16e8+z7obuodSn6JapJV381phapPnowXNF8xRJmu62fTq60/a/k52RbGrrZZg/mvkPlYggeZVzK6a5Tv+g3f94j/c/2m9/d3KpjV9Otk1zPbzPm/kjjUm6zid7fE2OQHZMsdLKnkFKTPFj5qTA5KBu7pVDuNapxEsPzr/Uff7o7hVdyymNr3aPH2VGkzLef1cXVysvplhH21vZ98Uo21B7pbmHObf4yWWSyLbrLSNlpvsP3fskfv6iWEvyZonLEVD8of1I/KxMsmtaz0HHT6UsJOkA4jJdk4MjZ6EOi1BKa86/messQnFe4rIpo30eLFT6gvpq8d79GiRxpljh3hVMLkNghrILY9Mn26/A70Jfz0z7e1Tijua/u80iSdzXgnmNO9eHN97c133JPAwhhBBCCCGEEEIIISB5eRhCCCGEEEIIIYQQQkA2U7bcLzpecNclV2JJGl9pNQrkYOOkkOTgOALZLbnyut+t5HZqUlFJNkOpsCTPkVgiIpBNzJ3bMqTokhTZulVBX5NEu8x4qJKUYgbyhMGhSfs+bBdNd9q+OrzOx3/pc+3vzmB7iV20ji+DFO42p31/5hdaifIIZNuDe9zX012SaJNbOG8/u9S2a4skms7YFVLEyRnQObuSW/Q2yBamb+HtLwylTfF3DmQk5yDZBkkGJGmy2y4f32yvicufMdfEMSwfggPZ43z9bv1mO4DmfXIwM7I1cOFDKb2RreHnN7p9wDGd/EO3ZYuS+3/ZLrj8lnHro2uKJE5OCjwiF9gD43YMEqntV6BEhvmkSc7M5DbtnMW3QU5K9xrrjAjlGA5vgmzHnKvJJZCjQvudMy71384tcvBzbsu4eCNZHO8kD3VMSEpmZH90raIrt4m/JOWcUtkUs/seyJZIduwczCd77bokuyJXSImloCQlmzq3ZuorXIabs1sozCnd+Tu+Am7pW1AKwsxJKFZM94zb5h0oEQP3lf4SstvOUmYDtd9dKbQvulf2TIkUguYltrwCPSvB+XclSi5K3YZa2rEyBFd4iWXLdE7cvYPmBdu34Z4G80SJ55p0/U/N9vRcTGVXhveclr5dRLHSxc8+xUW418wHfFHO92Bz2pVpPsmO6Tp1z98EzRUpJkpSr6uDumTc2ruXPaD78uh2O1hn29zXNAZHUE7OXStTmH9uvdzuvzczJeLgvji+2l5Adq4A1xqWqDPvOgb0rPUQnMt0spTyH5RSPlFKmZdSvvLzrPcbpZSPlVI+XEr50KNsYwghnBWJgSGEi0riXwjhopL4F0JYZ84r8/Djkv6gpP+9w7pfV2t9aZkfr73SvCl3RTixYCdl3pi36aO7YBiCBctNwWh4yzyHt/xUbNPti4qDu8wTepvObTVFUM0XiUV2P8ufU+db7f7py3dvavYPmZcDKBjuIMMENjHh7fHL/2V+w39ABfdfha/spjjt3m+SkQMVHDbn+hIubnBZRvRJDNc1hil0DXFxX96eipvjdWGG5GTh69s5Z+KcWQwss6rR/oPXwMHjHOo5c6Rdz35NpOL0R23H0tdgSeq/DJkvlLlhsgYoy2AMmbMu8WgAWXKTHmRTmDGprTbW1F73bFzKHMRsErc9ZITSuJ5bwxQ4/5ClMzBfYwdHEP9M5jVlBFEhddfX25DRP4HMQWtYAl+uydxlbj7QDiBLHbNMTfzuH8FYg7Y6wwD6So7n2szq3HGdE2cX/+a1MRipVGxcZl5Ew8eYWFCsJOWCU55Q5sDwLqgZYJ4kcRH6AZgAVTcmKPNjieOnlalP3b2WMtpp/ucM//rHNFds1xuDwkPi+R9t7+ZE1FWPfdEruO701x9vllFGpDPnoj7EuaqJn7OO8x2n/MAsT5iTOXOu0T79aLuI7mkOyjInwzBpOdOLR8CZPgMvMnXPaR272pnNUFxDwxUzpinztuucVOpu5OK2R3PGJTL/KP5S+2medLK8W5a7NazqePx3vogv/r3PkGEiPOeZ82/NjYCu91pn+EZzUDTcM+aEA1DJDO6BShTeKUj8rgRjslHuTa7Asw7c112WP50XfH9j+g+zZB+Cc3l5WGv9pCSVJaQkIYSwKSQGhhAuKol/IYSLSuJfCGGdWfUqOFXSj5VSfqGU8m3n3ZgQQnjEJAaGEC4qiX8hhItK4l8IYeU4s8zDUso/kUTWBX++1vr3Ov7Me2qtz5VSnpD0j0spv1xr/Umzv2+T9G2StLVzrU1nN9m1gyOQQu223ULGApI02m81AlSE2qWH0/YzKJjN8mIurj0E2YqT8mJxWdjeyUZIDk77IimPxHIaKmw6ODSGKZCiS1JqKowvSaM7IBGCVPztV7j/ZvC7w31et3etY9qzkW2Q7IIMW159B/fVcJ8kit0lAr3D9hySCYrTiJIRCxZHN9fq9otwrmH8UmFaSY/8U8mjjIH3x7/RzrVG+uWKAJPEEWWP5pyOoBD18DaMc3OnGdyDgs9Pty44889t4/YkexmM4PozRdSdkUpXyj7cK+6169WJkc11lJIe3TCGTc+3xzreo5jMx9m1lIA1nCDZmSt70HF7kjJL0tYdiutLFALvWHCfYorEsmuKyZM9I9EHcyfqK7qmJJboHINhG8lzpEfvF3Be8W9762pzrGXM9+Qyg7mWmavw9rSse0fTujjXMsN8DCVShiBvH0B5HYmLy+OcxJS9ofhFUjpnYoQmICDPcvf03Rfbycq9t7Qx2Ul56VhJHjeG8gYSn/+Xn7uK617aoX1Ro3BzNCeg43JSxukubE8lSszwx3MN+3fzx2XkoLz/hysx9Kg5r/i3tXNNo/0HB0E1hpcyEstmNSebheuSZOcoDxaP1RGZeJbu8ye8JtzzP0g56VnRtZ/mFPT8THFa4rnCzi1yIcHN1YfnJ5r/TXfMnKLjvcoZTlHZLiqbJvF7EYqfJCWWWCKOhlXmXUmfZMtgLnII8mIHvf/oTbn9VI6O+sqWgsP5azcTLYnfdT0MZ/bysNb69W/Cbzx3+v8XSikfkPRuSfjysNb6fZK+T5IuX3vrShW3CCFcPB5lDLw//u099rbEvxDCuXJe8e/K5WcS/0II58p5xb88/4YQzpqVlS2XUi6VUi6/9mdJ36CTIrMhhLDxJAaGEC4qiX8hhItK4l8IYVU5F8OUUso3S/oeSTcl/YNSyodrrf9OKeVpSe+rtX6jpCclfeC0oOxA0v9Va/2HnX5/WrX94oMaoemu0VJ1NPZ0Doa0PbsF88egySX4YViVUm4lqYIzKElBxyYVdzG9/eQ32/VISuLWne52l/2QW25/CFLIO2wBd3y9tXY7BnmwcwslB06S2Li0dUp7d87ee8+DxObJbqncknR0vW3D1qvgTGjc8o4eh+Matcu2X+L2z7dhrNztJntyTK+2B7v9Io/Vo5vkNt2uN7zL52q4IN3q6lR2FpxlDKy9Vs7pjpX6D69/51QIi0d32mU964DYLvu9b3u2WfaJX/mduP1su+NHdudWDLEGHYiN7I4+vy0z/rvKxvsufoFEg6QwLv6RbJbGinUbhfHjZL+j292c0YtpK61LchoXq/FYof17z/HFcvB429fkgHx0wxw/3GvHV9QQkt8AACAASURBVGCwvIqbo3Qcy3YYZ18nPToPznQOWKUyefDEOtkeS2yp7Isp2wKyW+eMjMApGV9tA8DoVdZiVpCt0/gf3ubtu8qWnQMmlSLB+auJnyRF7ZODu5H9UVzmOSlursmldtnwLuzHSGFJNrf9WxwsZ1Big8afu3/QMwTJnqnsjyQVcpGGaiADM386vtE2tgdBuUDZDonjD/WrG2tdXXzpnJxsvzrmJGc7/yuNdNMdO/U/jbO+k/3T9UvXpHkkJIkznT83f6Vriq4J5zY9hPg9vtwu23uWH8ooLlEpk9kScxIqJbZ120h54V5DfbX9Eu9/Ctf/9iv0AgQ3x+fnemAk3lgiov1h966BnL1Rzu6m6uTMDOfflWgbw7GSbJvu35LUQxftbg7UEs//lilxcnxtmXpCr895uS1/QNIHYPlzkr7x9M+flvSlj7hpIYRw5iQGhhAuKol/IYSLSuJfCGGdOZeXh2dOab80u6/BPSqkDW++XRHy8dX2bS6aQJivafSWGNtq3ibTF3H6cuMyJ6k4LBY8NV8eumYzuCKgXQu+T8HERuJ+pQwP+hokCb9S4Ne0JYqgu8yX0avtWMMsR3OuZvCViL7oueLG87e3FftnaIICn/MklZ32M2Xtdc8yZXMVWGa+vM/aJFPMcqOC8dJyGWHrzuKxHl038Q+uC+qn/p3u45+yCV3m2nSv/d3P3rvSLDt6ilM/dn6rvVjGEABNvW00cqmUoWGyuWhMUzZE/1W+qAcH7bLRfvdsMooVZMLgsjHIxAMz/EzmEBmWWHMWGldkOGIyZ2h7F2uJEZhGzAcQv8yX7yEYmdDX7N64e3F4ilUuy6KrkYU715Qlt5EUaT568Lz2j00Rc+iTwd12XWdiRkXcqeC7y/yhzIEJFLx39y4cKzB8KcNQ4iwPmn+546f5xwiyHJ0aZQzmSLufo+uU4ydlLu3carc/uMkduPUqZS636/XJ2ETm/rFM4inFRJOl3xWbJQb3qjkECzJmkTjLtH+0RPyhWA3jz401uq9hlpLzBnlzE29Wllo+j1JuAZr/0TPdxBhOUuYiz0nM/uH8TTsaYzhw/+7xD8YaZei65296/qRn6iFk2EnS7C4965PCig+AnqupTRRTJWNCBPun83Syr3ZZb2KOdac9MXT/nQ/NvYrGGsQUZwJD607pFZgbKzj/pHu1USketQdAylNSrkpG5UiZk7i1NIR5zcNwgR6nQwghhBBCCCGEEEIIy5CXhyGEEEIIIYQQQgghBGQzZctqU0ddKm0ddEsb7h+agqUgB6H0UJd2PdtptyfZx/FjRrYBqbiDA9g/yAskTrHe+VzruOFkw4NDSMWFdV3aOkpk4JQ42c3wXrv/AvKygydB8yqWDWHBbiiWKrFEbwJSPkmaDVvdBEn0nOHJzovtsjGYIzgp+exue176+0uY2wwpR71d5CQCZdpRe+DMPSBtnYwkhiAFleBa2VAVX6mtQcb4spEdkMQWZFMkL5WkYygYjUXMWQmvyY32pN45aq/V3hF/5yLDlNGo/c1x3xw/jCmS4jnDKhrsKDEhYwFx/CMpipMhkZR2egmKaJuYQEYCPYg/AxO/ybDFmQvQsbIUg2MSSnSX+PxJbaXt772F93/lM+2BHdyEshvG8IUKoQ/h/kHrSSwR4oLnHEDJSGwTqaU0smWa00nS6Har8Zxcbi82azgAcn6SMrv5D5e4addz8x+My9BUN3+kEi8EzRMllu1Poa1u++3bMNeC+aOLvxOIdVRiYRkpMMlbrWEUqWbNuXblZJr1TKynZ4hlytZ0NmdxFUpoqNGxWolnt3WduSRJxAVzSrp/nfwuL78IONkrmTtSiRR3n+1qWObiH63btbyJxOZsfZgTuZIdtP85zFVd2Rou+0NSYtxcIygH1DVOSHyu0ETSzElmENcoplT3TAZyZmvOSKXbsMQGDzYyDcN1newYxgC9F3L7x9J1NFbh/YEkzba6mZth2TiZa5BK1IGU2u3rYbgYs8kQQgghhBBCCCGEEMLS5OVhCCGEEEIIIYQQQggB2VjZ8mKK7Og257IfPrnzuttK0uySkY1A2jalvW7dYt0EuR2R27J1+wM1bv+YHIy6p6wePdH+6PAO551P9toh1AMp8NzYnToX6wazGu2fjnW4z+0/eLLd/tJnwUHTpv2DbNzJhqFd1z7Vjsvb72CNJ0l0u7ptSdKlm62ed3yrdbZ1bsWze22Oe5+kICZtnVx4B6/Q+ePtSbZCsgWSAkqtRHxT3ZfLtDalDya7PKbIwRultMYBjCRWJBubGgfdwa32B556x36z7NdnV3H76W67r8f32nH+wvwybo9S0N12YZk5C3CK33CsRstBcj6SvZKURJKOr3YrW+CuiS2QzZCD8viKk+20y2ZGok6yMZISO9kOlYOg8bfzMvf1weMgJ4VVneyYJJK0rpPt0H2Jyk5MLjuJbbd75fCekS1f2dCAt0hpJUpT4+BIsrNloBIx46sku+X5x+FNuKcu0SaSSNEyctCUXKxqFzkpLcmJaf5BrsiSNADZGJVdoPIGEvcVuq0uIbujPrFu1xDTaE4uSYN79AOwyCnJqQtJCWjaSrJnknO7+E1yyPkQ7jXw/HGyMi9+GGisOdmzlWNvGGVem3vAvSfNTRX6hMpm2D4FcP5onj9prki4UlA0/6DrxMqe6fkNnNVd2QqSQ1OssmUfyEHcuKUTNNej3xzvuaDQLqLr3Mneqf/d8yfdAwYTKLFm7hW9cbvuFN7LuP3TsZLEt5ixXiDWoduzGWtzGEN0XblztQXvYLBEwNTInkE2/TBckNlkCCGEEEIIIYQQQghhWfLyMIQQQgghhBBCCCGEgGykbLn2SiNnHe4v4eAFUjSbSgtpt+MdcOszshFyAML0WnOmtkGiRSnWLpWWUnwxRdsoEUh2NoBjdW5VLKWA9GC3fUe3X7f9zkuQCgznhOQp0nIS6R7I2ae74NZtJIY0LsiZ2UkMj4+6yY5JtihJ5Zjk9LQibt7ZmW8Z2c60rTpgpfAkEdxEar80jqHkqiux2xs6eBsHwxE42919CmKCccCevrMdFP/uWz7eLPtLl57m/b/YDsDdYaulcG73JLuoI+gTkAc7KH5RKQm3f5K9kZRGkg4fb39361WSV/D25EJLUh53/yEpmnNWpDFE58U5A5Iz/eCoXW9wYGQb4OLcg1hhJYrkVgrxz7kld71XoRTL7Iti/fFVlqegRHUDKbV1USQpsST1pjB/Awd5J9sjt2KSwi4jexvehTmdcwslt805lAIwskGS2FEpkKlxoNy63fYflbhwZV/omsLjXyLNwc4fgCk525MUzJYiaJe565ddnMkteAnZLc2fzOZYDgLnyrw9z6u7/abEz1p9mBc4Z+2usm26f0k8rjaSUpq4YscknD86z2780z2Z1nVSUnqu7uoqLnEpFJTHmvhNY2L2GNkN8/5prkHXNMUZiefPzhkagVVJ9rrMnGIZqMSak/2SRJ3uy26szXYf7nUV3ZdxPXOvwudvKBHitq8DcoZu1x0sUfYBJeaPqDxDMg9DCCGEEEIIIYQQQgjIRmYeEsfXuYrx4C4U4dxrX8e7r1n0lrk/hq8Z5q05vbnvw9dg+sIitV/YJf7KU6YmG+2xtl1br7Q7c4YJaI4AmWuuiDsdPx2T/3JCxa1p/9yBeFwmS5TAcw3H5NqFBZ9Nlih9/SdzlqkZK/1fa9PP6CuF/RoFGbkuo4rALJ0r7fW3+zxfK7Q9ZSS4LLOmaPLGFtCuzVe2PmRoSdL2K23/Ty6BCZL5mugKWS9CxiySVHbawfrSpDU3ofUkqYIRwmdeeqxZ1jPZcDSmegfdv6mVCcQvaGr/wBQMhywLaqvLpt15qV1GmYvu/kXnlbOBcHOOFea6OnqMsqy6Z2nRV3Y6Vsockzijh77cur6iLE86Vp/lT21ql/X7pjg5jKstMFFx1+oyRe/XnoVDHb3K8YMKrtOchu7zEsdKUim4bADaF2UZ2sy7jqd0uM/Hj+Yu0CYq1i5xlg8ZCw1NNrAtbr+AMxzAfkU1g9tPtzmZy9zEzCfzVEVZXmRY4u5VXfc/c1nmxBJZZpT5QvHfbt/xXLm+RiMgNJzk3T+qjJxVxGZzdcwcdSZmmI0F9z+XjU/b0zPN8TVj+AS/i8/k7vkRrlWKtS7+o6IQFjkTTWoreYva52/43QnEyjLvLufC/gMTVImvPzfPcM8Ai1jlRh8UATTXMg+AqBK8RyYkxtwV3sugynNm+qpSlio9wOLmSA/GpXv+deqBN0oyD0MIIYQQQgghhBBCCEheHoYQQgghhBBCCCGEEJCNlC2XedXg4MF01MMnOO+aCtEfXu9uYrFoTCBJW7daLcIMTFQkmYLFJO9iLQNJLI6ut7oFkiJLLJGg9H6XtjzfAtkPpBLbVGaS2EF67eh2d9kRp7Lz+T+G4rhbIOWk9SQvxyZIzkLFcZ1Eh6Q/Y5AIOXOF6R4Vd233v/2CkY10lSg7hQLJAe6RbNz8LBWMhfWsROKC1Muu/aLjKw+OV1ew/ghi3eQSmHCAsYokTcCIZQYmNmRsI0k3brR62BfHe82yOjeylWdaPfbOsL1+D3ZMEedDiBWwKslrJalugRQBjDmqkZJR/KXC+m5Mc0xplw2MbIdNSEAKA2NCknZfaA/g8AbHSpLokZRkGXMb6isnUdy60y4bw3E5iThJvPheiZujbIfaas2FaAygFNCUWLko8a9I050Hx+Bwny+A2VY7gAYgZZoYKfwA7v/9o26lcCSeF6G8ysz/6FqZg8St9LrL3paZf9L8heKPKwVAJkq0rjMsHIA53RTmRFOIcxLHPyoFMGlvSZK47ICVmEMTKKZZiTWda5INu83p+oeVZ0Y2jJMtmr6ZsjlouIKyZ2c48HDzT5LjbyS1PddOSt/1nuCef/H6p1IwZkx0/U1XyoTiH5moORM33BeNSbP9+BqUHVui7AXFNTTsdB4eJPsGef8ypbjo+nOluNy1RqDEF+5/JA92baBSBvT+QDLXAJWoABNYSapQ+o3LNpjt0fCJ6kbg5pzqxz+Kmy/zrqILyTwMIYQQQgghhBBCCCEgeXkYQgghhBBCCCGEEEJANlK2TGy/zLIVcsvbukNux5wKuiiPlqTJ5VYK49KuyS1o0SlV4vRcid16UApj3JpIYjHdbXNxt180dq3A+Bo4EBrZ5NYr7XkhB0CSh0vc/uHdtq9InimxRI0knk7KcelOm49P/Sc5Z2lyq8bNVUi62T1rWbOdbrrf/oTbPx9BX71CWhrefx2QszRJzHl7Jwdsf4AXzxadgTf000lvWrVz68FxOTayuaPr5EAGDqCmTweHEKtACnx0wziIz9qT8JGXnml/82XW/c4utYNt69q9ZtkxtEnioUKqA+dAPrzaDsrJlUvNMud2TVIKGufOQZKge83OS6wbuvN2iNVw/bprbwISD3RwFMsBj6+2bR0ZiThJDNHB2Eikpsu4kALUBzQuqGyHxHJUkigN4ZqSuK9oruL6f7a1hMZojSlVGhzOmmUESexI9kSuwpI0IInyNpQtMLIxkpjhtW6knNMr4JYMJWZIiixJA5Ajz7bb3yRXR0mag9s9OZsOjNsyyfbYAdPIFkniB/MHH39JNk474u1p/unuFfgbXZeJxyC6nbr4QxJJKIWwVNkF6Gt7/CTRXkJJTHJKuq7sPPGCqJZV2nHp7imTPeg/M34Ien5iKXR32TOV53CSc1p3a5/uiWb+B2OS9kWlsBxdXcFP/oEkzrCauaami8804muqmPcXNKfCtrpSCEs4w9Nkm8bK4r37822PbXVVF8iYeQAlPszu6Rz0YKy4dx3jx9r7Kr2rsNC8HOYfM5h/nDSs+666sKGPzyGEEEIIIYQQQgghhIclLw9DCCGEEEIIIYQQQgjIZsqWq9SbPJjOOevzoVKK6e5vtXnv+1/IWlJ0AS4kT+X01Cm4FY+MMzIxAxc9SgV2skOSuJHsieQpEkt0SV6w6H74+ZiAW94I5FkOSi/evuUs4LpJyQbgSihJ/Xtt3vvMSMQJSru3sl1IZ1/GrYmclQVSaOcWWHvdJArkICvxGJxt0W8aiRJJ7OGy3DGyi6ZfN1TGUks7hg9vGAdvkCiTbI7kDRJfFyRlqUPu7D/2rp9pln3PL35ds6w/Nm7L4Pa8f7cdFNZVkBwwYV8UEyRpBrJrdBs0bscksaVxTq6eEp8rclCd7HV3W6W+mhnJL0psTF+NQCJJ9wXX1yTR2Xmpu0SJSk/svNJuf3id+4riMsnO3b2W5Njk9mzdVgGSIlrZ9GbO9lrmVf2jBy+scsw3pdE+lJiB8zeccwCZ7IHEF/p/BOVNJKl/2C4fv7V7/KL5J5aycbJBKKVC+6JSMpI0BLfjHsmmjVsnyalrv1t5F6l7KQB0IJU0RhdtKK9ipo+0vBi39ElbzcI6u+O+4FlljjHJSbzbZfT84+ZfPXAbFV1W7lmDnElBYryMMy6VaHLbu/vCplHmtbmvH18x93+UXbbrue1p/kfjdOrcegE6p67sF8UqeqaypUyglAe6HZvtR3dANgrHamXHsP+t2+1BOdnxCCTa48sQP+k5UVIfykZRTHVl02Y77b6G5l5XQbbLzs7cWXRfOb7e3r+dszWNFTzXZv6F71XIrZues8X3MDdX5P3DvB7KubmxQtfFw5DMwxBCCCGEEEIIIYQQArKZ36JrVVnIPKyXOHUCv5KAiYqDsszobXLPfDnuH3bMqDOr0dvwrZfaz3mzHXNM0Nbjq5ANYrLpKEsQi9v2+W04fqWHrynuawC+zaevVKZgObWfi/CbIqjX2yrSrq1UyHwGX4nIhELiLyo0/txXtp3n2vN68DZKfXJffiDLaoni4pQ9Nr3U/WsMZVnNIUvWFie+MJSmDyjDTOLMh65FmCVpAutSwfKdL9jH7f/+81/SLLt5o133xZeMYwi0a2u7TfODoSvJfFGG33RZW/O77QVAY9Jx+ETbf7vPQ4YamGWc7KxddPm59qD2nzaZQwcUP9v1fOYNZJ5CNqvEX8Txa7DJchztQ+bNEl+OaayPKf6bzBXOEupm4iJJw3vtP5Dy4Oha9yzRZQyzqP82kTKv6t19MCV2dpnjBxmBUOYIGeNJ0oQy1yDL2Ckv6F41gDmhzVzpqPxwmTs0JxlfpjaZ+de47ZfjG20AHELWscTXL/VJMZkvNP9zmXdE18y/NyNrl+ICZzObLCs4BxSXXfykeRVlGVnDE5pWQ/uXyfJfhq4ZaWTs4rbfRGqvNOZY9pwS9PxqTCCcSmkRNyYxc96Yo+D+yfCKMkxN5h0xhfHjxs4UMu+Wib8Ufygbu5iHIooVeE2b/VP/DQ5xVQa6ZbrHJ5vmL5RN6Aw/5vAOg+6VzrCEHmLw/YuJUxNjOrmIzSak6woUqc7crLM5lhnrThH4RknmYQghhBBCCCGEEEIIAcnLwxBCCCGEEEIIIYQQArKZsuVe0WxnIXXWZLJSweStJQxLSDYy3Ici2Ne4qwf3oIg8pe062S0Uwt/5bPubxaWyQjr26C6lEjvdX7uIUolJHiw52TGsZ1LZqWBrn1LBnRSElGDQV32Q90ncVpI9SdwvJOWzBf8n3STKTmIzut0uO3xrd9nKfETFlZeQvZCchaQwS0j0j55qO2DvM8bcZ0Fi21VysZYsnipzrCgnIdWHM9GBrqZQ8953/QJu/6FX3t4se/bWtWbZfIsHxfD6UbOsBxe1MxwhiTGu68YKmAhVKNHQg8LUkjS+2q6787l2PSeFGEBcJIkKFeGWTPwDecMyBb+dxJ1kK1TE2cWv7Tvt9gdPtCdmC+Kc/V1SfTiJOkksYVwcG4k53ddpe2uYZUwjmu1d/HyTZSurSh30NHn8QSclL2XqtuzYzN9IYjcAE5TDm1zLgORo/cP2RJG8WJIOnySJMBSht2YRZE7XzQRAkma7bb9MduE3yVhQLGemOTUtk1giSHNaKq8hCa9/mv8eX3P77/abEl/rEzBM2lrCHJBimjOXKSSHJBMAN/8bUDkiWBGOSZJGd2AhDSs3VOleBef/whhDLQGVkpE4LtBcw91TaPvBES0zz08wWSDZrds/lVNwJVaIIWw/vtL9mYaMRMhEwxk2HV9pfxgNB43sGMvGwPZkFidx/7l7Tdf9O8OOHpxEkihT2SSJ24olakz8pbZSObb+kZko0bsOuH+RYZnkTXea9Vz306GSOaMpUbWMEV8XNvnxOYQQQgghhBBCCCGE8BDk5WEIIYQQQgghhBBCCAHZyATv2iutnMK59XZMZXWy1/4xSDyMsx4xvtqeApI3OLfUrZchFxYkzjNwdXT7olTYZVJpWUpgHIQgHbuzq5A4xZwclMgVyzEAt0TngERyakpllzgdH91OjeyDpFcVzvUyKe4kJe63StDT/dPCdpGTWKKLNck5zfYjkC2WnXb8D4y17sGixHJjTZlrI71357QHY5362cnehuCsS1LUt45exu13b7Qa4Y/95tPNsv4hn9PpuI2f9+bglopbs8IBpWBG9ty7R8707Xpeig+xbtauPGKzanQG3H+mbdPlZ1mKcfg4yX7h/Jv4PYd7BUmBJC7RQH1t4w/cV+i+SLJDiccwOcu6+IVyOCzbwduTnHsKZQOcKx7F3wEc/9FVc6046eamMa/qLczLXNmWyRWaf3Wbk5ys2+2eTCVLJGkGc03anuakkjQ4gLkOyIZd2ReS6JO8agjldSRuP80zppfc/BMkirB938jOyQFzGVfdyR7FX4hTxi0W5aBOIQ1d4Ob1BEm8x+RsamV77bLpbrvMxT8aK71jOH+u7AId6zKyb7guULYOc5qTlS9G/Cvz2shk6d4rsYsyO8DzSTmG568tkKe7+HcE5QAwJriqE12loGZ7ip+1tG1yZRvoWRNl1+aawBJdFL/c8cPv0rPy2JUNc+U8FvdjYuocnqt7Szzr03P1EM6JJA0OIP7B+xOSEkvSHM4hlo0z9yp+10H7Mc/fEP/qoJtbt4P61N3/3DuYN0oyD0MIIYQQQgghhBBCCEheHoYQQgghhBBCCCGEEJCNlC2rtmm21m0YUnzJbWfrjpFtQYoySUSqSWXtjyltunsqKrqgwrE62e7MtGuR7QPOD8e0d/hJ5xSJLlZk6gby8JPtW9kGuV05KRjJ7npwTo4f40tlCBJDd64ObrS/sXOr7dfZY8atiZwZQU7p0p7nkCJdwUHPuY2iszK5hS5h6kQSEyebIYlQPSa7X95+0e1vc91HSxNDaJxJ7DZPDqK2bAGcK5JHfc+vfS1u/iff+VPmhxfadGjiL8h+KyxzDozoVk4SNSt7AYnPXSobwds7iW6ze3NNDA/aZdNtkiLx9uT2yQ6G3AHolmxkY3SvJSltH6TwEru4boHE3sl2R/C7JHsamHsVxaoxyB6dxJHaOr4CshUjJSpwX5vCuHCybZWL8a24zKv6hw+erPGNHVyXpDw01mmeJrEUE8uGONkZlXghB9N73d3S6ba29QrXXTh4SxuY+jB/dPGHcHMtguYPA+hrkidLn8dFewEn2aJrdcbG2Lw9rOtks11jvSsRQhJxLGXjJPa0mBSSJkx0dYa3c214VhrAXMM9kwzNNdA2ihe749o0aq8090o3/8HzR6W8jFsvzZ8optHYlTh+Udmngyf5+idnedq/m+tTXMD5r4kzdK3R/mnu4rZHB133/AynBWOduSYo1tCz9vgKT2poX9ZtmfoFnj9cThv2AUmJzS1hAnJkkkK7ezVJ10d32guApOwSjyFym3Yl0uh3ef6wRP89BBcknIYQQgghhBBCCCGEEJZlIzMPy2yu4Z0H05QmVzn1gws2t294t17lz4l3n25/d3e/XXeyZzL/6GvcERUB5rfGg3vtm+/eBL894/b0lWkCWYruyy8VwqU331SYVjLFZenLlTF8oS9qyxQGpSyb4Z32/FE2o8N9ZaNzSF9DLDAEqP/tVz76IrcLmY9DDgvzEZxD+PTlsqwoo3EZcx66Lij1xm3fX9z+zf0QszLUvnR07cExsPccf3qlr6xo2OS+fFIRZDjPLz93Fbf/6Fve1v4mZA5OL5n9jyHWbMHncPeZjIY0ZOP6gt3Q1j2IKfsmmwKKi08h84KMMST+or4FGbru/rHzEsQPiMk7r/D4ObrenuwC2QASX5f05dtlSVCWzxxOtcuypC+/Q2NuQuy82N4XejMKarw9ZmnC5jum/2jd0R1QLpj+27m1sanWD1KryuFCpl3lzEO6f9JcZ/uWydx7oh2UZDjlMj/omqA5nYs/pJKg+c/UmPjR7w5h/urmX/1x29bDnTZLZWCGXg+yHPuH7W9SnJE4Gw0z75wJ2363+59VU8Dy8WWzbkdclhQa4cC6c9NYnMPCsVKclaT5kH53iZRUGOs0/p2JTG8C96ptcnzk3dNcZyOptTlWNPYR9wnFD2uCSCZe8Kw3vsLxg+6JQxgTZAwncTYvGZZZ5R6EFZqTuO1RTdGHOSk9u0g63IVYDRluW6CGlNzzU3flCD4r0XXqTDjQnMsZloDK6RiuaWNOQ/c6wf6nu93NYYnBIbefVFp4X7UqpW7mus5wdQjqz+kOvQAxY/VNjn/JPAwhhBBCCCGEEEIIISB5eRhCCCGEEEIIIYQQQkBKNUYi60wpZV/Sr5x3O5bgcUkvnXcjlmTd2pz2nj3r1ubfVWt9SJHR6pH490hYtzavW3ul9WvzurVX2sAYuIbxT1q/sZP2nj3r1uZ1a6+U+LcqrNvYWbf2SuvX5nVrr7R+bX7D8W8jax5K+pVa61eedyO6Ukr50Dq1V1q/Nqe9Z8+6tbmU8qHzbsMZkfh3xqxbm9etvdL6tXnd2ittbAxcq/gnrd/YSXvPnnVr87q1V0r8WxXWbeysW3ul9WvzurVXWr82P0z8i2w5hBBCCCGEEEIIIYSA5OVhCCGEEEIIIYQQQggB2dSXh9933g1YknVrr7R+bU57c6uIJAAAC3hJREFUz551a/O6tbcr63Zc69Zeaf3avG7tldavzevWXmk92/x6rOMxrVub096zZ93avG7tldazza/HOh7TurV53dorrV+b16290vq1+Q23dyMNU0IIIYQQQgghhBBCCA/PpmYehhBCCCGEEEIIIYQQHpK8PAwhhBBCCCGEEEIIISBr+/KwlPL7Sym/Ukr5VCnlv4J/3yql/K3Tf//ZUsoXPvpWNm16vTZ/aynlxVLKh0//+xPn0c772vP+UsoLpZSPm38vpZTvPj2ej5ZSvuJRt3GhPa/X3q8tpdy+r3//m0fdxoX2vK2U8v+UUj5ZSvlEKeVPwzqr1sdd2rwy/VxK2S6l/Fwp5SOn7f1OWGflYkUX1i0GJv6dLesW/07btFYxcN3i32l7NjIGJv6dLesW/07btFYxMPHv7En8W41jSvw7exL/zpbEv/uota7df5L6kn5d0jskjSR9RNLvWVjnP5X0V07//F5Jf2sN2vytkr73vPv3vvZ8jaSvkPRx8+/fKOlHJRVJXyXpZ1e8vV8r6YfPu1/va89Tkr7i9M+XJf0qjIlV6+MubV6Zfj7tt73TPw8l/aykr1pYZ6ViRcfjWqsYmPi3Eu1dmevyvjatVQxct/h32p6Ni4GJf4+kzWsV/zq2edWuzcS/s29z4l/i3xtpc+Lf2bc38e/s23wm8W9dMw/fLelTtdZP11rHkv5vSd+0sM43Sfr+0z//oKR/u5RSHmEbF+nS5pWi1vqTkl7+PKt8k6S/Xk/4GUnXSilPPZrWtXRo70pRa32+1vqLp3/el/RJSc8srLZqfdylzSvDab/dPf3r8PS/RZeoVYsVXVi3GJj4d8asW/yT1i8Grlv8kzY2Bib+nTHrFv+k9YuBiX9nT+KfpPM/psS/R0Di39mS+PfbrOvLw2ck/eZ9f39W7Qn8l+vUWqeSbku68Uhax3RpsyT9+6epuT9YSnnbo2naG6brMa0SX32avvujpZR/5bwb8xqnacJfrpOvAvezsn38edosrVA/l1L6pZQPS3pB0j+utdo+XpFY0YV1i4GJf6vBylyXi6xbDFyX+CdtZAxM/Dt/VvK67MBKXZuvkfh3diT+nfsxJf6tDit1bb5G4t/ZcRbxb11fHtIb0cU3qV3WeZR0ac/fl/SFtdYvkfRP9NtvgleVVevj1+MXJb291vqlkr5H0t895/ZIkkope5J+SNJ31FrvLP4zbHLuffw6bV6pfq61zmqtXybprZLeXUr5vQurrGQfvw7rFgMT/86flbou72fdYuA6xT9pI2Ng4t/5s0r925WVuzalxL+zJvHPrvOoSPxbDVbu2pQS/86as4h/6/ry8FlJ93+VeKuk59w6pZSBpKs633Te121zrfVWrfX49K//h6R/9RG17Y3S5TysDLXWO6+l79Zaf0TSsJTy+Hm2qZQy1EkQ+hu11r8Dq6xcH79em1exn0/b8qqk/1fS71/4p1WLFV1YtxiY+HfOrOp1uW4xcF3jn7RRMTDx7/xZqeuyC6t4bSb+PToS/xL/3kRW6rrswipem4l/j443M/6t68vDn5f0O0opX1RKGemkwOMHF9b5oKQ/dvrnb5H0T2ut5/m2+nXbvKDj/wM60dOvMh+U9EfLCV8l6Xat9fnzbpSjlPKW13T8pZR362T83zrH9hRJf1XSJ2utf9GstlJ93KXNq9TPpZSbpZRrp3/ekfT1kn55YbVVixVdWLcYmPh3zqzSdXlfm9YqBq5b/DttwybGwMS/82dlrsuurOC1mfh3xiT+STr/Y0r8WwFW8NpM/Dtjzir+Dd7shj4Kaq3TUsq3S/pHOnFxen+t9ROllP9e0odqrR/UyQn+gVLKp3TyBvW959fizm3+U6WUPyBpqpM2f+u5NVhSKeVv6sQ56PFSyrOS/ludFNtUrfWvSPoRnTghfUrSgaT/6HxaekKH9n6LpP+klDKVdCjpvec8QXiPpD8i6WPlpB6BJP05SV8grWYfq1ubV6mfn5L0/aWUvk6C+N+utf7wKseKLqxbDEz8O3vWMP5J6xcD1y3+SRsYAxP/zp51i3/SWsbAxL+zJ/Ev8W9pEv8eCYl/Z8+ZxL9y/s8OIYQQQgghhBBCCCGEVWRdZcshhBBCCCGEEEIIIYQzJi8PQwghhBBCCCGEEEIISF4ehhBCCCGEEEIIIYQQkLw8DCGEEEIIIYQQQgghIHl5GEIIIYQQQgghhBBCQPLyMLyplFJulFI+fPrfZ0spv3Xf33/6jPb55aWU953Fb78RSil/rZTyLZ/n37+9lHKedvMhhDMg8S/xL4SLSuJf4l8IF5XEv8S/i8LgvBsQNota6y1JXyZJpZT/TtLdWutfOOPd/jlJ/8MZ7+PN5P2SfkrS/3neDQkhvHkk/nUi8S+EDSTxrxOJfyFsIIl/nUj82wCSeRgeGaWUu6f//9pSyk+UUv52KeVXSynfVUr5Q6WUnyulfKyU8s7T9W6WUn6olPLzp/+9B37zsqQvqbV+5PTv/+Z9X3r+xem/q5TyZ09/46OllO+8b/s/errsI6WUHzhd9vZSyo+fLv/xUsoXnC7/a6WU7y6l/HQp5dOvfV0pJ3xvKeWXSin/QNIT9/3+d50u/2gp5S9IUq31QNJvlFLefSYdHUJYORL/Ev9CuKgk/iX+hXBRSfxL/NskknkYzosvlfS7Jb0s6dOS3ldrfXcp5U9L+s8lfYekvyTpf621/rPTAPaPTre5n6+U9PH7/v5fSvrPaq0/VUrZk3RUSvkGSb9D0rslFUkfLKV8jaRbkv68pPfUWl8qpVw//Y3vlfTXa63fX0r545K+W9K/d/pvT0n61yV9saQPSvpBSd8s6XdJ+n2SnpT0S5Lef/p73yzpi2uttZRy7b52fkjSvyHp595I54UQ1prEv8S/EC4qiX+JfyFcVBL/Ev/Wmrw8DOfFz9dan5ekUsqvS/qx0+Ufk/R1p3/+ekm/p5Ty2jZXSimXa6379/3OU5JevO/vPyXpL5ZS/oakv1NrffY0eH6DpH9xus6eToLpl0r6wVrrS5JUa3359N+/WtIfPP3zD0j6X+77/b9ba51L+qVSypOny75G0t+stc4kPVdK+aeny+9IOpL0vtMvMj983++8oJMAHEK4eCT+Jf6FcFFJ/Ev8C+GikviX+LfWRLYczovj+/48v+/vc/32S+2epK+utX7Z6X/PLAROSTqUtP3aX2qt3yXpT0jakfQzpZQv1snXlv/pvt95V631r54urx3aev8697e7mHVea8tUJ197fkgnX27+4X3/vH3a9hDCxSPxL/EvhItK4l/iXwgXlcS/xL+1Ji8PwyrzY5K+/bW/lFK+DNb5pKR33bfOO2utH6u1/s86SY3+Yp2ke//x0zRulVKeKaU8IenHJf2HpZQbp8tfS9v+aUnvPf3zH5L0z16nnT8p6b2llH4p5Smdfjk63d/VWuuP6CQN/f72/049mG4eQgj3k/gXQrioJP6FEC4qiX9hZYlsOawyf0rSXy6lfFQnY/UnJf3H969Qa/3lUsrV+9K5v6OU8nWSZjqpvfCjtdbjUsrvlvTPT1PA70r6w7XWT5RS/kdJP1FKmekkrftbT/f7/lLKn9VJSvjr2cp/QNK/pZOU81+V9BOnyy9L+nullG2dfKX5M/dt8x5J36kQQmAS/0IIF5XEvxDCRSXxL6wspdYuWashrC6llD8jab/W+r7zbksXSilfLum/qLX+kfNuSwhhvUn8CyFcVBL/QggXlcS/cB5Ethw2gf9ND9ZiWHUel/Rfn3cjQggbQeJfCOGikvgXQrioJP6FR04yD0MIIYQQQgghhBBCCEgyD0MIIYQQQgghhBBCCEheHoYQQgghhBBCCCGEEJC8PAwhhBBCCCGEEEIIISB5eRhCCCGEEEIIIYQQQkDy8jCEEEIIIYQQQgghhID8/3n0GlL7Zm2xAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1584x1008 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(22,14))\n",
    "plt.subplot(1,4,1)\n",
    "plt.title(\"micro-Doppler Accumulated\")\n",
    "plt.ylabel(\"Velocity (m/s)\")\n",
    "plt.xlabel(\"Time (seconds)\")\n",
    "plt.imshow(uDoppler_dog1,origin='lower',extent=(0,chirpPeriod*uDoppler_dog1.shape[1],-uDoppler_dog1.shape[0]*doppler_resolution/2,uDoppler_dog1.shape[0]*doppler_resolution/2))\n",
    "\n",
    "plt.subplot(1,4,2)\n",
    "plt.title(\"micro-Doppler Accumulated\")\n",
    "plt.ylabel(\"Velocity (m/s)\")\n",
    "plt.xlabel(\"Time (seconds)\")\n",
    "plt.imshow(uDoppler_dog2,origin='lower',extent=(0,chirpPeriod*uDoppler_dog2.shape[1],-uDoppler_dog1.shape[0]*doppler_resolution/2,uDoppler_dog1.shape[0]*doppler_resolution/2))\n",
    "\n",
    "plt.subplot(1,4,3)\n",
    "plt.title(\"micro-Doppler Accumulated\")\n",
    "plt.ylabel(\"Velocity (m/s)\")\n",
    "plt.xlabel(\"Time (seconds)\")\n",
    "plt.imshow(uDoppler_dog3,origin='lower',extent=(0,chirpPeriod*uDoppler_dog3.shape[1],-uDoppler_dog1.shape[0]*doppler_resolution/2,uDoppler_dog1.shape[0]*doppler_resolution/2))\n",
    "\n",
    "plt.subplot(1,4,4)\n",
    "plt.title(\"micro-Doppler Accumulated\")\n",
    "plt.ylabel(\"Velocity (m/s)\")\n",
    "plt.xlabel(\"Time (seconds)\")\n",
    "plt.imshow(uDoppler_dog4,origin='lower',extent=(0,chirpPeriod*uDoppler_dog4.shape[1],-uDoppler_dog1.shape[0]*doppler_resolution/2,uDoppler_dog1.shape[0]*doppler_resolution/2))\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
